{ "version": "1.8.0", "slug": "ab1305-vcm-disclosure-engine", "title": "GreenClaimDesk — California AB 1305 Voluntary Carbon Market & Climate-Claim Disclosure Engine", "vertical": "Climate claim / voluntary carbon market (VCM) transparency compliance", "seed": { "s": "ab1305-vcm-disclosure-engine", "t": "GreenClaimDesk — California AB 1305 Voluntary Carbon Market & Climate-Claim Disclosure Engine", "v": "Climate claim / voluntary carbon market (VCM) transparency compliance", "r": "Medium-high", "m": "M" }, "product": { "slug": "ab1305-vcm-disclosure-engine", "project_name": "GreenClaimDesk", "project_type": "flat-fee AB 1305 climate-claim disclosure pack production and annual refresh service", "vertical": "California climate-claim / voluntary-carbon-market disclosure compliance", "audience": "GCs, Chief Sustainability Officers, and VPs of Brand Compliance at mid-market ($50M-$2B revenue) CA-facing brands, retailers, and voluntary-carbon-offset sellers with a public carbon-neutral, net-zero, or significant-reduction claim", "geography": "United States, triggered by claims reaching California consumers (Cal. Health & Safety Code §§44475-44475.3); no revenue threshold, no other-state expansion in v1", "scale_expectation": "pilot cohort of the first 5-8 disclosure packs in the first 90 days (hard stop at 20 pre-scale); steady-state annual-refresh subscription thereafter, no single fixed filing-season concentration since claim-trigger dates vary by brand", "core_workflows": [ "Claim intake and marketing-surface crawl", "Claim classification and evidence-span mapping", "Statute-mapped disclosure drafting and completeness gate", "AB 1305 Disclosure Analyst release and counsel-flag tracking" ], "discovery": { "one_line_purpose": "On GreenClaimDesk, compliance owners stop guessing whether a claim is covered and start posting disclosures. Claims and evidence land at intake, every applicable §44475/.1/.2 field maps to a source document, and the AB 1305 Disclosure Pack releases with an analyst signature and a dated Annual Refresh Calendar.", "primary_users": [ "GC, Chief Sustainability Officer, or VP Brand Compliance (economic buyer, the Compliance Owner)", "ESG analyst / marketing-ops / web-CMS owner (champion, supplies source documents)", "AB 1305 Disclosure Analyst / release signer (GreenClaimDesk's own specialist)" ], "jobs_to_be_done": [ "Post a defensible §44475.2 disclosure without months of outside-counsel hours", "Cut analyst minutes per pack without losing evidence grounding", "Give the board, investors, or auditors a single source-traced completeness record" ], "value_prop": "GreenClaimDesk turns a scattered marketing claim, an ESG report, and an offset invoice into a source-traced, analyst-released AB 1305 disclosure pack — reconstructable on demand, defensible when counsel or an investor reads it closely.", "competitors": [ "In-house marketing/legal email threads with no systematic statute-field tracking", "ESG-consultancy open-ended retainers that include the assessment as one line item", "Hourly drafting by outside climate or marketing counsel" ], "differentiation": "Deterministic §44475/.1/.2 field validation with page-level evidence traces and an AB 1305 Disclosure Analyst release gate; no estimated numbers; the counsel-flag memo as a first-class artifact, not an afterthought.", "positioning_statement": "For GCs, Chief Sustainability Officers, and VPs of Brand Compliance who need a statute-complete climate-claim disclosure every time a claim launches or an annual refresh comes due, GreenClaimDesk is a source-traced production desk that — unlike open-ended ESG retainers, generic compliance software, or ad hoc AI chat — guarantees every applicable AB 1305 field is cited and every pack is analyst-released." }, "assumptions": [ { "id": "ab1305-vcm-disclosure-engine-a1", "statement": "CA-facing brands will pay a fixed per-pack fee for a done-for-you disclosure production over continuing to run an unaddressed claim page.", "confidence": "medium", "impact_if_wrong": "severe", "revisit_trigger": "First 10 pilot Claims Coverage Diagnostic sales conversations — reject the wedge if willingness-to-pay signal is absent." }, { "id": "ab1305-vcm-disclosure-engine-a2", "statement": "A disclosure pack can hit the 15-business-day (pilot) delivery SLA from brand-supplied marketing URLs, offset records, and a GHG summary alone, without a brand-side software integration.", "confidence": "medium", "impact_if_wrong": "high", "revisit_trigger": "First 3-6 pilot disclosure packs." }, { "id": "ab1305-vcm-disclosure-engine-a3", "statement": "Brands tolerate AI-assisted claim extraction and disclosure drafting when an AB 1305 Disclosure Analyst's completeness sign-off is explicit on every pack.", "confidence": "high", "impact_if_wrong": "severe", "revisit_trigger": "Any prospect who insists GreenClaimDesk resolve a disputed claim-scope question in-house — decline and log." }, { "id": "ab1305-vcm-disclosure-engine-a4", "statement": "Claim Exposure Memo to paid-engagement conversion reaches at least 25-40% among qualified, warm-led brands.", "confidence": "low", "impact_if_wrong": "severe", "revisit_trigger": "Day-90 pilot-cohort conversion measurement (explicit kill/pivot gate at 25%)." }, { "id": "ab1305-vcm-disclosure-engine-a5", "statement": "Logical, row-level tenant isolation (not single-tenant infrastructure per client) is acceptable to the pilot cohort.", "confidence": "medium", "impact_if_wrong": "high", "revisit_trigger": "Any prospect (e.g. a multi-brand holding company) with a hard single-tenant compliance clause." } ], "unknowns": [ { "id": "ab1305-vcm-disclosure-engine-u1", "question": "Which specific AB 1305 Disclosure Analyst signs off on the first cohort's packs?", "blocks": "Any commercial engagement; the analyst-signature invariant.", "resolution_path": "Named analyst + fractional counsel retainer on file before the first paid diagnostic." }, { "id": "ab1305-vcm-disclosure-engine-u2", "question": "What is the true Claim Exposure Memo-to-paid conversion rate among warm, qualified leads?", "blocks": "Pricing hypothesis; scaling decision.", "resolution_path": "5-8 brand pilot cohort with explicit pricing conversation, measured against the Day-90 checkpoint (25% kill gate, 40% target)." }, { "id": "ab1305-vcm-disclosure-engine-u3", "question": "How much does statute-field-map coverage (§44475 + §44475.1, beyond launch's §44475.2-only scope) actually reduce analyst review minutes by day 90?", "blocks": "Unit-economics model; throughput assumptions.", "resolution_path": "Instrument analyst minutes per pack from pilot 1; compare to the launch-to-day-90 automation target in ai-engine-spec.md." }, { "id": "ab1305-vcm-disclosure-engine-u4", "question": "How often does a claim-scope dispute actually require counsel escalation versus resolving cleanly at the Disclosure Analyst level?", "blocks": "Fractional-counsel retainer sizing; COGS model.", "resolution_path": "Log Counsel-Flag Memo frequency and resolution time across the pilot cohort." }, { "id": "ab1305-vcm-disclosure-engine-u5", "question": "What CARB implementing regulations (if any) will change the §44475.2 field schema before the pilot cohort's first Annual Refresh?", "blocks": "Statute-field-map version stability.", "resolution_path": "Quarterly CARB rulemaking and CA AG guidance watch; re-verify before every release cycle." } ], "expert_panel": [ { "role": "Product Strategy", "key_concern": "Is the Claim Exposure Memo narrow enough to sell in weeks without a custom integration?", "recommendation": "Launch scoped to §44475.2 (general climate claims) only; expand to §44475/.1 add-ons only after the pilot converts.", "dissent": "May understate the recurring-revenue story to prospects expecting a full offset-catalog engagement on day one." }, { "role": "Software Architecture", "key_concern": "Are we defaulting to a client-facing portal the pilot doesn't need yet?", "recommendation": "Single deployable modular monolith; upload-link/URL-crawl intake only at launch, no client portal.", "dissent": "May read as under-built to a referral partner expecting a branded dashboard." }, { "role": "Frontend / UX", "key_concern": "Is the evidence chain (claim line to source document to analyst approval) visible in every reviewer-facing view?", "recommendation": "Every Disclosure Pack line renders its evidence-span citation, claim classification, and analyst decision in one glance.", "dissent": "Adds density a non-ESG reviewer might call cluttered." }, { "role": "Backend / Data", "key_concern": "Is the audit trail append-only and reconstructable for a counsel review or diligence request years later?", "recommendation": "Event-sourced audit log for every pack state transition; hash-chained artifact snapshots.", "dissent": "More write-path complexity than plain CRUD; requires schema discipline as CARB rulemaking evolves." }, { "role": "AI / ML", "key_concern": "Are claim classifications grounded in the source document and never a free-form guess?", "recommendation": "Retrieval-first classification citing the specific source span; deterministic completeness math in code, never the model; mandatory analyst gate before any client-facing claim.", "dissent": "Slower per-pack than a fully automated tool; may frustrate a prospect expecting instant results." }, { "role": "Security", "key_concern": "Is one brand's claim and evidence data isolated from every other brand's?", "recommendation": "Row-level auth, per-tenant retrieval indices, log-scrubbing of client marketing/financial data.", "dissent": "None recorded this run." } ], "strategy": { "business_model": "Flat-fee disclosure production (diagnostic, initial pack, annual refresh, add-ons) — never hourly, never a percentage of avoided penalties", "revenue_streams": [ "Claims Coverage Diagnostic — $2,500-$5,000", "Initial §44475.2 Disclosure Pack — $6,000-$18,000", "Annual Refresh — $3,500-$9,000 per cycle", "§44475.1 Offset Project Table Add-on — $2,000-$6,000", "§44475 Seller Catalog Pack — $8,000-$25,000" ], "moat": [ "Statute-field map + deterministic completeness validator, compounding with every claim type covered", "Gold-pack corpus of accepted disclosures per claim category", "Persistent claim-inventory memory per brand for year-over-year diff checks", "Named AB 1305 Disclosure Analyst accountability on every release" ], "gtm": [ "Founder-led outbound to CA-facing brands with a live public climate claim", "Search/AEO content on AB 1305 field requirements + anonymized claim-page teardowns", "Climate/marketing counsel referral partnerships for pack production" ], "pricing_hypothesis": "Claims Coverage Diagnostic $2,500-$5,000; Initial Disclosure Pack $6,000-$18,000 by claim/brand complexity; validated against 10+ pricing conversations across the pilot cohort before scaling spend.", "kill_criteria": [ "Fewer than 2 paid packs in 45 days", "ASP forced below $3,000 with more than 2 hours of specialist time per pack", "Any UPL (unauthorized-practice-of-law) complaint", "A released pack proves materially incorrect, causing a documented client-relationship or reputational incident" ] }, "security": { "stride": [ { "threat": "Spoofing", "scenario": "Attacker attempts to impersonate a reviewer to sign off on a fabricated artifact.", "mitigation": "SSO with MFA; reviewer signatures bound to a cryptographic session claim, not a form field." }, { "threat": "Tampering", "scenario": "Historical evidence entries edited after the fact to hide a bad claim.", "mitigation": "Append-only audit log; hash-chained artifact snapshots; diff view on every reviewer surface." }, { "threat": "Repudiation", "scenario": "Reviewer denies signing off on a delivered artifact.", "mitigation": "Signed attestations with server-side timestamp + reviewer identity; export bundle includes signature manifest." }, { "threat": "Information Disclosure", "scenario": "Cross-tenant leak of Regulated-disclosure, PII, Internal-audit through shared indices, logs, or prompts.", "mitigation": "Tenant-scoped row-level auth; PII scrubbing in logs; retrieval indices partitioned per tenant." }, { "threat": "Denial of Service", "scenario": "Runaway AI job or export exhausts shared workers.", "mitigation": "Per-tenant concurrency + budget caps; circuit breaker on model calls; degrade-gracefully queue." }, { "threat": "Elevation of Privilege", "scenario": "Standard user acquires reviewer or admin capability via a workflow shortcut.", "mitigation": "Roles stored in a separate table; capability checks server-side; no client-only role checks." } ], "privacy_posture": "Data-minimization by default; per-brand, per-brand folder isolation under NDA; owner PII rejected or redacted unless strictly necessary; business-tier no-training API terms; no bank-feed scraping.", "compliance_targets": [ "No consumer/personal data collected — B2B engagement data only", "SOC 2 Type I (year-2 roadmap)", "Licensing-boundary review (UPL) per state before any counsel-adjacent product expansion", "CARB rulemaking / CA AG guidance watch logged quarterly" ], "data_classifications": [ "Brand marketing/claim source documents (sensitive business data)", "Offset purchase/retirement records (sensitive, third-party-sourced)", "GHG inventory summaries (sensitive, client-attested)", "Contact/PII of the Compliance Owner and champion only (standard; no consumer PII)" ] }, "devops": { "ci_cd": "PR → typecheck + unit + snapshot tests → preview deploy → main auto-deploys to a single production region; migrations gated on review.", "environments": [ "local", "preview (per-PR)", "staging (shared)", "production (single region + multi-AZ)" ], "observability": [ "Structured logs with tenant + request IDs", "RED metrics per workflow", "Error tracking with source maps", "Model-call spans with cost + latency", "Weekly SLO review" ], "testing_pyramid": [ "Unit tests on derivation + validation modules", "Component tests on reviewer surfaces", "Contract tests on integrations", "End-to-end smoke test on the intake→signoff→delivery path" ], "accessibility_tests": [ "axe-core in CI on reviewer surfaces", "Keyboard-only walkthrough per workflow", "Prefers-reduced-motion honored" ], "performance_budget": "p95 workflow latency published per module; artifact-generation cold-path under 30s or shown as background job." }, "accessibility_i18n_ethics": { "wcag_target": "AA", "locales": [ "en-US" ], "rtl_support": false, "ethical_risks": [ "Disclosure prepared without human review", "Cross-brand claim leakage", "Brand counsel-facing errors attributed to AI" ], "ethical_guardrails": [ "Human reviewer required before brand counsel submission", "Per-brand prompt + template isolation", "AI-usage disclosure in disclosure metadata where required" ] }, "governance": { "ownership": [ { "area": "Product + roadmap", "owner": "Executive Sponsor" }, { "area": "Architecture + platform", "owner": "Engineering Lead" }, { "area": "Evidence + reviewer workflow", "owner": "Named licensed reviewer" }, { "area": "Compliance + privacy", "owner": "Compliance Lead" }, { "area": "Design system", "owner": "Design Lead" }, { "area": "SEO + content", "owner": "Content Lead" } ], "docs_required": [ "ADR log (checked in)", "Owner-action ledger", "Evidence register", "STRIDE threat model", "Runbook: incident, restore, breach notification", "Reviewer playbook + signature policy" ], "naming_conventions": [ "kebab-case slugs for blueprints and routes", "camelCase for TypeScript identifiers", "SCREAMING_SNAKE_CASE for environment variables", "Verb-first action names (e.g., generate-blueprint-docs)" ], "change_control": "ADR-per-major-decision; migrations require review; production deploys gated on green CI + owner-action ledger check." }, "risk_register": [ { "id": "ab1305-vcm-disclosure-engine-r1", "risk": "A released pack misstates a §44475.2 field (evidence coverage, projections, or balances)", "likelihood": "medium", "impact": "severe", "mitigation": "Deterministic math checks (V-MATH-PF, V-MATH-5YR) + 100% numeric verification at launch + citation-required rule", "contingency": "Redo + 50% refund per the completeness guarantee; correction notice to the brand firm; root cause coded in the rewrite taxonomy within 7 days", "owner": "operations" }, { "id": "ab1305-vcm-disclosure-engine-r2", "risk": "Unauthorized-practice-of-law drift — drafting edges into legal conclusions", "likelihood": "low", "impact": "severe", "mitigation": "Banned-acts list; counsel-flag routing on any assessment-authority or governing-document question", "contingency": "Written decline; referral to brand counsel; incident logged and SOP updated", "owner": "legal" }, { "id": "ab1305-vcm-disclosure-engine-r3", "risk": "October–December capacity overload breaks the 5-business-day SLA", "likelihood": "high", "impact": "high", "mitigation": "Pilot caps, retainer priority queue, capacity-gated rush pricing", "contingency": "Waitlist with dated slots; never quietly extend the SLA", "owner": "operations" }, { "id": "ab1305-vcm-disclosure-engine-r4", "risk": "Stale or missing claim evidence file at intake", "likelihood": "high", "impact": "medium", "mitigation": "Intake gate blocks the pack; claim-evidence partner referral", "contingency": "Slot held 10 business days; pack resumes after the study or update lands", "owner": "operations" }, { "id": "ab1305-vcm-disclosure-engine-r5", "risk": "Health & Safety Code amendment invalidates the statute field map", "likelihood": "low", "impact": "high", "mitigation": "Quarterly leginfo diff review of §§44475-44475.3; versioned YAML field map", "contingency": "Field-map version bump + gold-pack re-validation before the next release", "owner": "legal" }, { "id": "ab1305-vcm-disclosure-engine-r6", "risk": "Extraction errors on exotic claim-evidence PDF formats", "likelihood": "medium", "impact": "medium", "mitigation": "Gold packs per major vendor; manual table copy as the accepted fallback", "contingency": "Format flagged at intake; vendor template added to the backlog", "owner": "engineering" } ], "roadmap": [ { "phase": "Phase 0 — Foundations + first calls", "weeks": "Weeks 1-2", "outcomes": [ "Statute field map (§44475.2 items 1–7, §44475.1) versioned against leginfo text", "Exposure Memo landing page live with upload intake", "40-firm CA brand outreach list built with claim-trigger anniversaries noted" ], "exit_criteria": [ "5 discovery calls booked", "Field map reviewed against current statute text", "NDA/MSA templates ready for signature" ], "kill_criteria": [ "No discovery calls after two outreach waves", "Field map cannot be grounded in current statute text" ] }, { "phase": "Phase 1 — Engine v0 + first revenue", "weeks": "Weeks 3-5", "outcomes": [ "Extraction + Disclosure Pack prompts wired with citation-required outputs", "Validator suite (V-44475-2, V-44475-1, V-MATH, V-CITE) coded and seeded-omission tested", "First 3 founding packs released with founder reviewing 100% of fields" ], "exit_criteria": [ "Validators catch 100% of seeded omissions", "At least 2 paid or founding packs in intake", "No more than 1 material rewrite across the first 3 packs" ], "kill_criteria": [ "Validator escapes on seeded omissions", "Founding buyers reject the licensing boundary in writing" ] }, { "phase": "Phase 2 — Pilot cohort at cap", "weeks": "Weeks 6-10", "outcomes": [ "Pilot filled to cap: 8 brands across ≤2 brand compliance teams at founding price", "Exception queues (missing study, stale balance, math mismatch) live in the tracker", "SOP freeze after the 10-pack hardening" ], "exit_criteria": [ "Median cycle time ≤5 business days", "Rework below 12% and analyst minutes ≤60 median", "Claim Cycle Clinic run with ≥15 attendees or ≥3 Exposure Memos generated" ], "kill_criteria": [ "Fewer than 6 of 8 packs accepted", "Material rewrites uncoded or repeating after SOP fixes" ] }, { "phase": "Phase 3 — Readout + season prep", "weeks": "Weeks 11-13", "outcomes": [ "Pilot scorecard: cycle time, rewrite rate, field-error rate, minutes per step, expansion willingness", "Portfolio MSA drafted and pitched to both pilot firms", "Gate D red team: seeded \"omit a required line\" tests pre-season" ], "exit_criteria": [ "At least 6/8 packs accepted with ≤1 material rewrite each and NPS ≥8", "Zero validator escapes in the red team", "Go/no-go on scale-up documented" ], "kill_criteria": [ "Pilot gates missed — run a second capped cohort, no hiring or expansion", "Red-team escapes unresolved before October 1" ] } ], "metrics": { "north_star": "Analyst-released, statute-complete packs per week with zero §44475.2 field-defect escapes", "leading": [ "Exposure Memos requested → returned per week", "Discovery calls booked from the 40-firm list", "Packs in intake with green checklists first pass", "Median analyst minutes per pack", "Counsel-flag rate per pack" ], "lagging": [ "Packs released per season", "Material rewrite rate", "Retention into the next fiscal-year cycle", "Gross margin per pack" ], "guardrails": [ "§44475.2 field-defect escapes = 0", "No pack released without a client-attested claim substantiation record", "No legal conclusion drafted — 100% routed to the counsel-flag memo", "SLA of 5 business days never quietly extended" ] }, "executive_review": { "consensus": "Ship a thin, source-traced, analyst-gated production desk for CA VCM claimants climate-claim disclosure packs; cap the pilot at 8 brands across ≤2 brand compliance teams and measure minutes per pack before any hiring.", "dissent": "GTM and Operations disagree on launch tempo — GTM wants fall slots filled aggressively; Operations holds the pilot cap until the Week-12 readout to avoid the early-demand trap.", "go_no_go": "conditional-go", "top_3_risks": [ "A §44475.2 field defect escaping into a distributed packet", "UPL drift past the licensing boundary", "October–December capacity crunch breaking the SLA" ], "first_10_steps": [ "Version the statute field map (§44475.2 items 1–7, §44475.1) against leginfo text", "Annotate a sample Disclosure Pack end-to-end with source-trace conventions", "Stand up the Exposure Memo landing page with upload intake", "Build the 40-firm CA brand outreach list with claim-trigger anniversaries", "Send outbound touch 1 to the first 20 firms", "Wire extraction + Disclosure Pack prompts; code validators V-44475-2/V-44475-1/V-MATH/V-CITE", "Run 2 public sample claim-evidence studies end-to-end; seed omission tests", "Close 2–3 founding packs at $179–$349", "Release the first 3 packs with the founder reviewing 100% of fields", "Log time-motion per step and code every manager rewrite" ] } }, "project_site": { "slug": "ab1305-vcm-disclosure-engine", "app_name": "GreenClaimDesk Disclosure Desk", "archetype": "climate-claim disclosure desk", "archetype_label": "AB 1305 climate-claim disclosure & annual-refresh desk", "reader_role": "Compliance Owner (GC / CSO / VP Brand Compliance) of a CA-facing brand", "one_sentence_app": "GreenClaimDesk Disclosure Desk turns your claim inventory into a human-approved, evidence-traced AB 1305 disclosure pack — routed to the right statute section, released by a named analyst, and tracked on an Annual Refresh Calendar.", "homepage_sequence": [ "scene", "workflow", "instrument", "offer", "proof", "qualification", "objections" ], "hero": { "frame_label": "Brand compliance owner · AB 1305 climate-claim disclosure desk", "eyebrow": "Compliance Owner / public climate claim live in California", "interface_title": "GreenClaimDesk disclosure desk", "primary_panel_title": "Claim CN-0417 · net-zero claim · 44 days since launch · Evidence 62% mapped", "primary_panel_body": "Route the claim to §44475.2, map every evidence span to a source document, draft the disclosure section, and hold for AB 1305 Disclosure Analyst release before anything is posted.", "side_panel_title": "Before anything posts", "side_panel_items": [ "Every applicable §44475.2 field traced to a source document and page", "Claim Inventory reconciled against the brand's own marketing surfaces", "Counsel-Flag Memo cleared or routed to the brand's own counsel" ], "status_metric": "REVIEW", "status_label": "AB 1305 Disclosure Analyst release required" }, "language": { "problem_heading": "Where a claim's disclosure work breaks", "mechanism_heading": "Inside the GreenClaimDesk disclosure desk", "proof_heading": "Why this survives a counsel review or a diligence read", "offer_heading": "What leaves the room", "objection_heading": "The hard questions", "qualification_heading": "Who should not use this", "cta_close": "Start a free Claim Exposure Memo — reviewed by a real AB 1305 Disclosure Analyst, never posted without your Compliance Owner's approval." }, "modules": [ { "name": "Claim Intake", "job": "Turns a forwarded URL, PDF, or marketing packet into a named Claim Inventory record with a completeness check against the §44475.2 field schema.", "artifact": "intake record" }, { "name": "AB 1305 Disclosure Pack", "job": "Holds every claim matched to its evidence span, routed to the correct statute section (§44475/.1/.2), signed by the AB 1305 Disclosure Analyst.", "artifact": "disclosure ledger" }, { "name": "Counsel-Flag Memo", "job": "Packages every claim-scope or litigation-risk item with its evidence into the record the brand's own counsel can review without a meeting.", "artifact": "escalation package" } ], "checkpoints": [ { "label": "evidence span match", "pass": "matched with source citation", "fail": "routed to analyst exception queue" }, { "label": "field completeness gate", "pass": "deterministic validator confirms every applicable §44475.2 field sourced", "fail": "blocked before release" }, { "label": "AB 1305 Disclosure Pack", "pass": "AB 1305 Disclosure Analyst releases (counsel co-review on contested claims)", "fail": "stays draft" } ], "signature_scene": "It's the second Earth Day the marketing team has run a 'climate positive' banner with nobody able to say which page discloses the claim's basis. Instead of guessing what §44475.2 actually requires, the Compliance Owner forwards the claim inventory to GreenClaimDesk and an AB 1305 Disclosure Analyst takes the disclosure from here." }, "ddd": { "slug": "ab1305-vcm-disclosure-engine", "project_name": "GreenClaimDesk", "business_understanding": { "summary": "GreenClaimDesk — on GreenClaimDesk, CA-facing brand compliance teams stop assembling climate-claim disclosure drafts by hand and start releasing them: claim source documents and evidence land at intake, every applicable §44475/.1/.2 field maps to a source page, and the AB 1305 Disclosure Pack releases only on a named analyst's signature.", "customer_profile": "GCs, Chief Sustainability Officers, VPs of Brand Compliance, and the ESG/marketing analysts who support them", "customer_pain": "Claim inventory scattered across a website, packaging files, an ESG PDF, and a press release nobody indexed; a claimed reduction figure discovered to be unsupported only after a regulator or plaintiff's attorney asks.", "paid_outcome": "A reliably delivered, analyst-released AB 1305 Disclosure Pack — statute-complete, evidence-traced, and reconstructable on demand.", "value_creation": "AI compresses claim extraction, evidence mapping, and drafting; humans own the release decision, the counsel-flag escalation, and the client relationship.", "why_ai_native": "The extraction plus deterministic-validation plus analyst-release loop is only economical with AI doing the document and web-crawl work; the human release chokepoint is what keeps it defensible.", "operational_risks": [ "Analyst review bottleneck during a burst of simultaneous claim launches", "Prompt injection via crawled marketing pages or uploaded documents", "Cross-tenant retrieval leak between brands", "A claim disclosed publicly while a counsel-flag item is still open", "Silent delivery failure leaving a claim undisclosed past its refresh date" ], "assumptions": [ "Compliance Owners will pay for evidence-linked, human-reviewed disclosures over an unaddressed claim or a generic template.", "The claim inventory can be reconstructed from brand-supplied URLs and documents within the 15-business-day pilot SLA.", "The vertical tolerates AI-assisted drafts when AB 1305 Disclosure Analyst review is explicit and audit-traceable.", "Single-tenant infrastructure per customer is not required for the first cohort — logical isolation with row-level auth is acceptable.", "Demand persists as a recurring annual need (the refresh duty), not a one-time event." ], "validation_questions": [ "Which specific AB 1305 Disclosure Analyst signs off on the first cohort's packs?", "Which claim types (net zero, carbon neutral, significant reduction, offset-backed) are in scope for launch?", "What is the actual Claim Exposure Memo-to-paid conversion rate at pilot pricing?", "Which existing systems (CMS, ESG-reporting tools) must this integrate with on day one?", "Is there a data-residency constraint for any pilot brand's marketing or financial data?" ] }, "domain_discovery": { "actors": [ { "actor": "Compliance Owner", "role": "GC, Chief Sustainability Officer, or VP Brand Compliance — the economic buyer and party of record who approves and posts every disclosure", "goals": [ "Get disclosure packs released on schedule", "Reduce cycle time without losing defensibility" ], "decisions": [ "Submit intake", "Accept or request revision on a draft", "Approve posting" ], "pain_points": [ "Claim inventory scattered across tools", "No single source-traced record", "Uncertainty over what counts as a covered claim" ] }, { "actor": "AB 1305 Disclosure Analyst", "role": "GreenClaimDesk's human specialist who signs and takes accountability for every released pack", "goals": [ "Sign only what is defensible", "Keep the audit trail intact" ], "decisions": [ "Approve / reject / request revisions", "Escalate ambiguous claim scope to counsel" ], "pain_points": [ "Incomplete evidence from the client", "Ambiguous AI-drafted classifications", "No visible source-of-truth for a claim" ] }, { "actor": "Brand's own counsel", "role": "Independently engaged by the client; resolves disputed claim scope and litigation-risk questions on the Counsel-Flag Memo", "goals": [ "Reconstruct a claim's basis from evidence, not from memory" ], "decisions": [ "Accept, question, or reject a flagged claim's disclosure treatment" ], "pain_points": [ "Missing citations", "Non-reconstructable claim history" ] }, { "actor": "AI Orchestrator", "role": "Bounded AI agent that crawls, classifies, drafts, and validates", "goals": [ "Produce grounded, cited drafts", "Escalate on low confidence instead of guessing" ], "decisions": [ "Draft vs. flag for analyst review", "Which source spans to cite" ], "pain_points": [ "Ambiguous claim language ('sustainable', 'eco-friendly')", "Sparse or missing evidence" ] }, { "actor": "Platform admin", "role": "Runs the GreenClaimDesk tenant, manages users and integrations", "goals": [ "Keep the system safe and observable" ], "decisions": [ "Provision users", "Rotate secrets" ], "pain_points": [ "Change management across brand tenants" ] } ], "glossary": [ { "term": "Claimant Brand", "definition": "The company that engages GreenClaimDesk because it makes, or backs with offsets, a public climate claim reaching California.", "used_by": "Compliance Owner", "context": "Claim Intake", "example": "Claimant Brand CB-0417", "notes": "Never called 'customer' or 'account' alone in domain artifacts." }, { "term": "Claim Exposure Memo", "definition": "The free, one-page lead magnet: a scored §44475.2 gap read of one live public claim page.", "used_by": "Compliance Owner", "context": "Claim Intake", "example": "Exposure Memo for a homepage 'net zero by 2030' banner", "notes": "Never called 'audit' or 'assessment'." }, { "term": "Claims Coverage Diagnostic", "definition": "The paid, full inventory of every public claim across a brand's marketing surfaces, mapped to the statute section it triggers.", "used_by": "Compliance Owner, AB 1305 Disclosure Analyst", "context": "Claim Intake", "example": "Diagnostic across 6 claims for Brand CB-0417", "notes": "The unit of paid diagnostic work." }, { "term": "AB 1305 Disclosure Pack", "definition": "The paid deliverable: a drafted §44475/.1/.2 disclosure section, the Evidence Map appendix, a field completeness checklist, and a Counsel-Flag Memo.", "used_by": "AB 1305 Disclosure Analyst, Compliance Owner", "context": "Evidence & Disclosure Drafting", "example": "Disclosure Pack CN-0417, routed to §44475.2, evidence 100% mapped", "notes": "Never called 'report' or 'filing' — nothing is filed with a regulator." }, { "term": "Evidence Map", "definition": "The span-grounded link from every disclosure sentence to its source document, page, and line.", "used_by": "AI Orchestrator, AB 1305 Disclosure Analyst", "context": "Evidence & Disclosure Drafting", "example": "3 claims mapped, 1 flagged MISSING pending source", "notes": "Never estimated." }, { "term": "Counsel-Flag Memo", "definition": "The list of claim-scope or litigation-risk items routed to the brand's own counsel — never resolved by GreenClaimDesk.", "used_by": "AB 1305 Disclosure Analyst, brand's own counsel", "context": "Completeness & Analyst Review", "example": "1 significant-reduction claim flagged for counsel review", "notes": "Never called 'exceptions report'." }, { "term": "Annual Refresh", "definition": "The required yearly review-and-repost cycle under §44475.3(b).", "used_by": "Compliance Owner, AB 1305 Disclosure Analyst", "context": "Publish & Refresh Delivery", "example": "Annual Refresh due 2027-03-15 for Brand CB-0417", "notes": "The unit of recurring work." } ], "decisions": [ { "decision": "Is this claim covered by §44475, §44475.1, or §44475.2, and is it a real claim or ordinary marketing language?", "who": "AI drafts, AB 1305 Disclosure Analyst confirms", "inputs": [ "Crawled marketing surfaces", "Statute-field map" ], "rule": "Classification thresholds per claim type; ambiguous 'significant reduction' language always routed to analyst review", "output": "Claim classification with evidence citation", "risk": "A covered claim goes unclassified and undisclosed" }, { "decision": "Is the AB 1305 Disclosure Pack ready to release?", "who": "Deterministic code gates, AB 1305 Disclosure Analyst signs", "inputs": "Every applicable statute field sourced or exception-coded; no open Counsel-Flag Memo item", "rule": "Completeness rule: a red-flagged element blocks release", "output": "Signed AB 1305 Disclosure Pack", "risk": "A pack releases with an unresolved evidence gap" } ], "events": [ { "event": "ClaimsCrawled", "meaning": "A brand's marketing surfaces are crawled and a candidate Claim Inventory produced", "trigger": "AI Orchestrator completes the crawl", "downstream": [ "Claim classification begins" ] }, { "event": "CounselFlagResolved", "meaning": "A flagged, disputed claim-scope item is resolved by the brand's own counsel", "trigger": "Brand's own counsel returns a resolution note", "downstream": "Disclosure section finalized; pack proceeds to release" } ] }, "subdomains": [ { "name": "Service Fulfillment (evidence-linked drafting + review)", "type": "core", "description": "The end-to-end path from pack order to AB 1305 Disclosure Analyst-signed completeness pack, with every claim cited.", "reason": "This is what customers pay for and what counsel and Compliance Owners inspect.", "business_value": "Direct revenue and legal defensibility.", "recommendation": "build", "ai_involvement": "high", "human_involvement": "high", "risks": [ "Hallucinated claims", "Reviewer bottleneck", "Un-reconstructable audit trail" ], "validation_questions": [ "Can the reviewer sign in <5 business days?", "Can we reconstruct any past artifact on demand?" ] }, { "name": "AI Orchestration (bounded agents + retrieval)", "type": "core", "description": "The bounded AI layer that drafts, cites, validates, and escalates — never authors final decisions unassisted.", "reason": "The AI-native competitive edge lives here; misuse here creates every high-severity risk.", "business_value": "Cycle-time and margin advantage.", "recommendation": "build", "ai_involvement": "high", "human_involvement": "medium", "risks": [ "Prompt injection", "Grounding drift", "Silent low-confidence output" ], "validation_questions": [ "What is the acceptance rate of AI drafts by reviewers?", "What percent of runs escalate correctly?" ] }, { "name": "Quality Assurance (reviewer signoff + retraction)", "type": "core", "description": "AB 1305 Disclosure Analyst workflow, signature capture, retraction workflow, and audit-log snapshots.", "reason": "Signoff is the trust primitive of the whole business.", "business_value": "Defensibility; premium pricing.", "recommendation": "build", "ai_involvement": "medium", "human_involvement": "high", "risks": [ "Signature spoofing", "Repudiation", "Delayed retraction" ], "validation_questions": [ "Is every signature cryptographically bound?", "Can we replay any signoff on demand?" ] }, { "name": "Sales & Intake", "type": "supporting", "description": "Lead capture through accepted engagement + scope statement.", "reason": "Feeds Fulfillment; not the differentiator, but if broken, nothing else runs.", "business_value": "Feeds pipeline.", "recommendation": "build", "ai_involvement": "medium", "human_involvement": "high", "risks": [ "Out-of-scope acceptance" ], "validation_questions": [ "Do we reject work outside the ICP?" ] }, { "name": "Client Onboarding & Profile", "type": "supporting", "description": "Tenant provisioning, contact matrix, evidence-pack import, engagement letter.", "reason": "One-time high-touch step per customer.", "business_value": "Reduces first-artifact time.", "recommendation": "build", "ai_involvement": "low", "human_involvement": "high", "risks": [ "Contract terms not represented in the system" ], "validation_questions": [ "Is the reviewer named per tenant?" ] }, { "name": "Client Delivery & Success", "type": "supporting", "description": "Delivery adapter, customer portal, revision loop, renewal signal.", "reason": "Customer-visible surface; drives retention.", "business_value": "Retention.", "recommendation": "build", "ai_involvement": "low", "human_involvement": "medium", "risks": [ "Delivery failure not surfaced" ], "validation_questions": [ "Do we alert the customer within 1h of any delivery failure?" ] }, { "name": "Compliance & Governance", "type": "supporting", "description": "Owner-action ledger, release-decision engine, policy attestation, DSAR / retraction runbooks.", "reason": "Cross-cuts every context; owns 'can we publicly claim this?'.", "business_value": "Prevents category-level failure.", "recommendation": "build", "ai_involvement": "low", "human_involvement": "high", "risks": [ "Premature public claim" ], "validation_questions": [ "Are all owner actions closed before public release?" ] }, { "name": "Billing & Revenue", "type": "generic", "description": "Subscription + usage-based invoicing, dunning, revenue reporting.", "reason": "Solved category; do not build.", "business_value": "Cash collection.", "recommendation": "buy", "ai_involvement": "low", "human_involvement": "low", "risks": [ "Tax per-brand errors" ], "validation_questions": [ "Is Stripe Tax sufficient for the launch brands?" ] }, { "name": "Identity & Access", "type": "generic", "description": "SSO, MFA, RBAC, session management.", "reason": "Solved category.", "business_value": "Table stakes.", "recommendation": "integrate", "ai_involvement": "low", "human_involvement": "low", "risks": [ "Role escalation" ], "validation_questions": [ "Are roles stored in a dedicated table?" ] }, { "name": "Knowledge Base & Retrieval", "type": "supporting", "description": "Per-tenant retrieval indices, source-of-truth documents, prompt library.", "reason": "Feeds AI Orchestration; poor retrieval = poor drafts.", "business_value": "Drives AI quality.", "recommendation": "build", "ai_involvement": "high", "human_involvement": "medium", "risks": [ "Cross-tenant leakage", "Stale sources" ], "validation_questions": [ "Is retrieval partitioned per tenant?" ] }, { "name": "Analytics & Reporting", "type": "supporting", "description": "Activation, cycle time, acceptance rate, reviewer load, outcome reports.", "reason": "Drives every operational decision.", "business_value": "Feedback loop.", "recommendation": "build", "ai_involvement": "low", "human_involvement": "low", "risks": [ "Vanity metrics" ], "validation_questions": [ "Is the north-star wired?" ] }, { "name": "External Integrations (Anti-Corruption Layer)", "type": "supporting", "description": "Adapters to brand management software, claim-evidence vendor formats, Airtable intake tracker and other tools with translation to internal domain terms.", "reason": "External schemas must never leak into the core.", "business_value": "Enables integration without corrupting the model.", "recommendation": "build", "ai_involvement": "low", "human_involvement": "medium", "risks": [ "Silent schema drift" ], "validation_questions": [ "Do all external calls pass through an ACL translator?" ] } ], "core_domain_analysis": { "primary_core": "Service Fulfillment (evidence-linked drafting + review)", "secondary_cores": [ "AI Orchestration (bounded agents + retrieval)", "Quality Assurance (reviewer signoff + retraction)" ], "supporting_may_become_core": [ "Knowledge Base & Retrieval (as vertical corpora accumulate)", "Compliance & Governance (as brand counsel interactions increase)" ], "generic_do_not_distract": [ "Billing & Revenue", "Identity & Access" ], "rationale": "The paid outcome (reviewer-signed, evidence-linked artifact) lives in Fulfillment, but its defensibility depends on AI Orchestration + QA behaving correctly. Treat all three as core; do not dilute engineering time on generic subdomains." }, "bounded_contexts": [ { "name": "Service Fulfillment", "purpose": "Turn accepted pack orders into reviewer-signed completeness packs.", "subdomain": "Service Fulfillment (core)", "type": "core", "owned_language": [ "pack order", "control evidence", "completeness pack", "Draft", "Escalation", "Signoff" ], "owns": [ "pack order lifecycle", "Draft state", "Evidence links", "Delivery packet composition" ], "does_not_own": [ "Reviewer identity", "Billing", "Public claim decision" ], "primary_actors": [ "Customer operator", "AI Orchestrator", "AB 1305 Disclosure Analyst" ], "entities": [ "pack order", "Draft", "completeness pack", "Delivery" ], "value_objects": [ "Confidence score", "Evidence citation", "Delivery address" ], "aggregates": [ "packOrderAggregate", "CompletenessPackAggregate" ], "domain_services": [ "Draft composer", "Delivery adapter" ], "application_services": [ "OpenPackOrder", "RequestDraft", "AttachEvidence", "RequestSignoff", "DeliverCompletenessPack" ], "commands": [ "OpenIntake", "AttachEvidence", "RequestDraft", "SubmitForSignoff", "DeliverArtifact" ], "domain_events": [ "PackOrderAccepted", "EvidenceCollected", "DraftReady", "ArtifactSigned", "ArtifactDelivered" ], "policies": [ "Auto-request signoff when evidence coverage complete", "Auto-block delivery until signoff received" ], "specifications": [ "EvidenceCoverageSpec", "DeliverabilitySpec" ], "invariants": [ "A completeness pack cannot be delivered without a valid Reviewer signoff", "Every claim in a delivered artifact cites at least one evidence item" ], "ai_agents": [ "Drafter Agent" ], "human_roles": [ "Customer operator", "AB 1305 Disclosure Analyst" ], "data_owned": [ "pack order", "Draft", "completeness pack", "Delivery" ], "inputs": [ "Intake payload", "Uploaded evidence", "Retrieval hits" ], "outputs": [ "Signed artifact packet", "Delivery confirmation" ], "external_integrations": [ "brand management software", "claim-evidence vendor formats" ], "risks": [ "Un-cited claim slips into delivery", "Delivery adapter fails silently" ], "interfaces": [ "→ Quality Assurance (RequestSignoff)", "→ Client Delivery (ArtifactDelivered)", "← AI Orchestration (DraftProduced)" ] }, { "name": "AI Orchestration", "purpose": "Run bounded AI agents that draft, validate, cite, and escalate.", "subdomain": "AI Orchestration (core)", "type": "core", "owned_language": [ "Prompt version", "Confidence score", "Escalation", "Retrieval hit" ], "owns": [ "Prompt registry", "Agent run log", "Confidence thresholds" ], "does_not_own": [ "Evidence sourcing", "Reviewer signature", "Business decisions" ], "primary_actors": [ "AI Orchestrator", "Ops (prompt owner)" ], "entities": [ "AgentRun", "PromptVersion", "RetrievalHit" ], "value_objects": [ "Confidence score", "Token budget", "Model cost" ], "aggregates": [ "AgentRunAggregate", "PromptRegistryAggregate" ], "domain_services": [ "Retrieval router", "Output validator", "Escalation router" ], "application_services": [ "StartAgentRun", "ValidateOutput", "PublishPromptVersion" ], "commands": [ "StartAgentRun", "PublishPromptVersion", "SetConfidenceThreshold" ], "domain_events": [ "DraftProduced", "EscalationRaised", "PromptVersionPublished" ], "policies": [ "Escalate on confidence < threshold", "Never call model with cross-tenant retrieval context", "Reject output failing structured-output validator" ], "specifications": [ "GroundedOutputSpec", "TokenBudgetSpec" ], "invariants": [ "No AI output leaves this context without passing OutputValidator", "Prompt versions are immutable once published" ], "ai_agents": [ "Drafter Agent", "Classifier Agent", "Evaluator Agent" ], "human_roles": [ "Prompt owner (Ops)" ], "data_owned": [ "Prompt registry", "Agent run logs", "Confidence thresholds" ], "inputs": [ "Intake context", "Retrieval hits", "Prompt version" ], "outputs": [ "Draft payload", "Escalation event", "Run trace" ], "external_integrations": [ "frontier LLM API (portable)", "Retrieval index" ], "risks": [ "Prompt injection via customer input", "Retrieval leakage across tenants", "Silent hallucination" ], "interfaces": [ "→ Service Fulfillment (DraftProduced)", "→ Quality Assurance (EscalationRaised)", "← Knowledge Base (RetrievalHit)" ] }, { "name": "Quality Assurance", "purpose": "Reviewer workflow, signature capture, retraction workflow, audit-log snapshots.", "subdomain": "Quality Assurance (core)", "type": "core", "owned_language": [ "Signoff", "Retraction", "Reviewer session" ], "owns": [ "Signature log", "Reviewer queue", "Retraction workflow" ], "does_not_own": [ "completeness pack content", "Public release decision" ], "primary_actors": [ "AB 1305 Disclosure Analyst", "Legal" ], "entities": [ "Signoff", "Retraction", "ReviewerSession" ], "value_objects": [ "Signature manifest", "Retraction reason" ], "aggregates": [ "SignoffAggregate", "RetractionAggregate" ], "domain_services": [ "Signature service", "Retraction service" ], "application_services": [ "ApproveArtifact", "RejectArtifact", "FileRetraction" ], "commands": [ "ApproveArtifact", "RejectArtifact", "FileRetraction" ], "domain_events": [ "ArtifactSigned", "ArtifactRejected", "RetractionFiled" ], "policies": [ "Only AB 1305 Disclosure Analyst may sign", "Retraction requires legal co-signer" ], "specifications": [ "ReviewerAuthoritySpec", "RetractionPreconditionsSpec" ], "invariants": [ "A signature is bound to a live authenticated session, not a form field", "Signed artifacts are immutable; corrections go through Retraction" ], "ai_agents": [], "human_roles": [ "AB 1305 Disclosure Analyst", "Legal" ], "data_owned": [ "Signatures", "Retractions", "Reviewer sessions" ], "inputs": [ "Draft ready", "Escalation payload" ], "outputs": [ "Signoff event", "Retraction event" ], "external_integrations": [ "IdP (Okta / Google)" ], "risks": [ "Signature spoofing", "Repudiation" ], "interfaces": [ "→ Service Fulfillment (ArtifactSigned)", "→ Compliance & Governance (RetractionFiled)" ] }, { "name": "Compliance & Governance", "purpose": "Own the release decision, owner-action ledger, DSAR + retraction runbooks.", "subdomain": "Compliance & Governance (supporting)", "type": "supporting", "owned_language": [ "Owner action", "Release decision", "DSAR" ], "owns": [ "Owner-action ledger", "Release-decision policy", "DSAR queue" ], "does_not_own": [ "completeness pack content", "Reviewer identity" ], "primary_actors": [ "Business owner", "Legal", "AB 1305 Disclosure Analyst" ], "entities": [ "OwnerAction", "ReleaseDecision", "DSARRequest" ], "value_objects": [ "Blocker reason", "Brand" ], "aggregates": [ "OwnerActionLedgerAggregate", "ReleaseDecisionAggregate" ], "domain_services": [ "Release-decision engine", "DSAR fulfillment service" ], "application_services": [ "ResolveOwnerAction", "RecomputeReleaseDecision", "ProcessDSAR" ], "commands": [ "ResolveOwnerAction", "RaiseOwnerAction", "ProcessDSAR" ], "domain_events": [ "OwnerActionResolved", "ReleaseDecisionChanged", "DSARFulfilled" ], "policies": [ "Block public release while any owner action open", "DSAR SLA 30 days" ], "specifications": [ "ReleaseReadinessSpec", "DSARSpec" ], "invariants": [ "Release cannot flip to 'ready' with open blocking owner actions", "Every DSAR is auditable end-to-end" ], "ai_agents": [], "human_roles": [ "Business owner", "Legal" ], "data_owned": [ "Owner-action ledger", "Release decisions", "DSAR queue" ], "inputs": [ "Owner input", "Legal review outcome" ], "outputs": [ "Release-decision event", "DSAR confirmation" ], "external_integrations": [ "Email inbox" ], "risks": [ "Public release while blocker open" ], "interfaces": [ "← Service Fulfillment", "← Quality Assurance (RetractionFiled)" ] }, { "name": "Sales & Intake", "purpose": "Lead → qualified engagement → accepted intake.", "subdomain": "Sales & Intake (supporting)", "type": "supporting", "owned_language": [ "Lead", "Engagement", "Scope statement" ], "owns": [ "Lead pipeline", "Engagement letter", "Scope statement" ], "does_not_own": [ "Fulfillment", "Billing" ], "primary_actors": [ "Owner", "Customer" ], "entities": [ "Lead", "Engagement" ], "value_objects": [ "Scope statement", "Pricing offer" ], "aggregates": [ "EngagementAggregate" ], "domain_services": [ "Scope-fit evaluator" ], "application_services": [ "QualifyLead", "AcceptEngagement" ], "commands": [ "QualifyLead", "AcceptEngagement" ], "domain_events": [ "EngagementAccepted" ], "policies": [ "Reject out-of-ICP engagement", "Engagement letter required before intake" ], "specifications": [ "ScopeFitSpec" ], "invariants": [ "Cannot open an intake without an accepted engagement" ], "ai_agents": [ "Qualifier Copilot (assist only)" ], "human_roles": [ "Owner", "Sales lead" ], "data_owned": [ "Leads", "Engagements" ], "inputs": [ "Lead form", "Discovery notes" ], "outputs": [ "Accepted engagement event" ], "external_integrations": [ "CRM", "Email inbox" ], "risks": [ "Accepting out-of-scope engagement" ], "interfaces": [ "→ Client Onboarding", "→ Service Fulfillment (intake enablement)" ] }, { "name": "Client Onboarding & Profile", "purpose": "Provision tenant, capture reviewer identity, import evidence pack.", "subdomain": "Client Onboarding & Profile (supporting)", "type": "supporting", "owned_language": [ "Tenant", "Reviewer identity", "Evidence pack" ], "owns": [ "Tenant provisioning", "Reviewer identity record", "Evidence pack import" ], "does_not_own": [ "Signature capture", "Delivery" ], "primary_actors": [ "Onboarding lead", "Customer admin" ], "entities": [ "Tenant", "ReviewerIdentity", "EvidencePackImport" ], "value_objects": [ "Contact matrix", "Brand set" ], "aggregates": [ "TenantAggregate" ], "domain_services": [ "Tenant provisioner" ], "application_services": [ "ProvisionTenant", "RegisterReviewer", "ImportEvidencePack" ], "commands": [ "ProvisionTenant", "RegisterReviewer", "ImportEvidencePack" ], "domain_events": [ "TenantProvisioned", "ReviewerRegistered" ], "policies": [ "No fulfillment starts until a Reviewer is registered per tenant" ], "specifications": [ "ReviewerCredentialSpec" ], "invariants": [ "Every tenant has at least one named reviewer with a valid credential on file" ], "ai_agents": [], "human_roles": [ "Onboarding lead" ], "data_owned": [ "Tenants", "Reviewer identities", "Evidence pack imports" ], "inputs": [ "Engagement", "Customer-supplied evidence pack" ], "outputs": [ "Provisioned tenant" ], "external_integrations": [ "IdP", "Google Drive / S3" ], "risks": [ "Reviewer credential expired" ], "interfaces": [ "→ Service Fulfillment" ] }, { "name": "Client Delivery & Success", "purpose": "Deliver signed artifacts, own the customer surface, drive renewal.", "subdomain": "Client Delivery & Success (supporting)", "type": "supporting", "owned_language": [ "Delivery", "Revision request", "Renewal signal" ], "owns": [ "Customer portal", "Delivery log", "Revision workflow" ], "does_not_own": [ "Signed content", "Billing" ], "primary_actors": [ "Customer operator", "Success lead" ], "entities": [ "DeliveryReceipt", "RevisionRequest" ], "value_objects": [ "Delivery method", "NPS signal" ], "aggregates": [ "DeliveryAggregate" ], "domain_services": [ "Delivery adapter" ], "application_services": [ "ConfirmDelivery", "RecordRevisionRequest" ], "commands": [ "ConfirmDelivery", "RecordRevisionRequest" ], "domain_events": [ "DeliveryConfirmed", "RevisionRequested" ], "policies": [ "Alert customer within 1h of any delivery failure" ], "specifications": [ "DeliveryAcknowledgmentSpec" ], "invariants": [ "Every DeliveryConfirmed has a linked Signoff" ], "ai_agents": [ "Success Copilot (assist only)" ], "human_roles": [ "Success lead" ], "data_owned": [ "Deliveries", "Revision requests" ], "inputs": [ "Signed artifact", "Customer feedback" ], "outputs": [ "Delivery confirmation", "Revision request" ], "external_integrations": [ "Email", "Customer portal" ], "risks": [ "Silent delivery failure" ], "interfaces": [ "← Service Fulfillment", "→ Billing" ] }, { "name": "Knowledge Base & Retrieval", "purpose": "Own per-tenant retrieval indices, source-of-truth documents, prompt library refs.", "subdomain": "Knowledge Base & Retrieval (supporting)", "type": "supporting", "owned_language": [ "Source document", "Retrieval index", "Chunk" ], "owns": [ "Source docs", "Retrieval indices", "Chunk metadata" ], "does_not_own": [ "Prompt versions", "Model calls" ], "primary_actors": [ "Knowledge ops" ], "entities": [ "SourceDoc", "IndexShard" ], "value_objects": [ "Chunk", "SourceCitation" ], "aggregates": [ "SourceDocAggregate", "IndexShardAggregate" ], "domain_services": [ "Ingestion pipeline", "Reindex service" ], "application_services": [ "IngestDoc", "Reindex", "PurgeSource" ], "commands": [ "IngestDoc", "Reindex", "PurgeSource" ], "domain_events": [ "DocIngested", "IndexRebuilt" ], "policies": [ "Retrieval indices partitioned per tenant", "Purge cascades to indices within SLA" ], "specifications": [ "TenantIsolationSpec" ], "invariants": [ "A retrieval call is always scoped to a single tenant partition" ], "ai_agents": [], "human_roles": [ "Knowledge ops" ], "data_owned": [ "Source docs", "Indices" ], "inputs": [ "Uploaded docs", "External source pulls" ], "outputs": [ "Retrieval hits with citations" ], "external_integrations": [ "Blob storage", "Search API" ], "risks": [ "Cross-tenant retrieval leak", "Stale index" ], "interfaces": [ "→ AI Orchestration" ] }, { "name": "Billing & Revenue", "purpose": "Invoicing, subscription management, dunning, revenue reporting.", "subdomain": "Billing (generic)", "type": "generic", "owned_language": [ "Invoice", "Subscription", "Usage record" ], "owns": [ "Invoices", "Subscriptions", "Usage records" ], "does_not_own": [ "Fulfillment", "Signoff" ], "primary_actors": [ "Finance", "Customer admin" ], "entities": [ "Subscription", "Invoice", "UsageRecord" ], "value_objects": [ "Line item", "Tax brand" ], "aggregates": [ "SubscriptionAggregate" ], "domain_services": [ "Billing adapter" ], "application_services": [ "ChargeSubscription", "RecordUsage" ], "commands": [ "ChargeSubscription", "RecordUsage" ], "domain_events": [ "InvoicePaid", "SubscriptionCanceled" ], "policies": [ "Meter artifact delivery for usage pricing" ], "specifications": [ "ChargeabilitySpec" ], "invariants": [ "No charge without a delivered artifact when priced per artifact" ], "ai_agents": [], "human_roles": [ "Finance" ], "data_owned": [ "Subscriptions", "Invoices" ], "inputs": [ "Delivery events" ], "outputs": [ "Invoice records" ], "external_integrations": [ "Stripe" ], "risks": [ "Tax per-brand errors" ], "interfaces": [ "← Client Delivery" ] }, { "name": "Identity & Access", "purpose": "SSO, MFA, RBAC, session management.", "subdomain": "Identity (generic)", "type": "generic", "owned_language": [ "User", "Role", "Session" ], "owns": [ "Users", "Roles table", "Sessions" ], "does_not_own": [ "Business capability decisions" ], "primary_actors": [ "Platform admin", "User" ], "entities": [ "User", "RoleAssignment", "Session" ], "value_objects": [ "Role", "Claim" ], "aggregates": [ "UserAggregate" ], "domain_services": [ "Auth service" ], "application_services": [ "SignIn", "AssignRole" ], "commands": [ "SignIn", "AssignRole" ], "domain_events": [ "UserSignedIn", "RoleAssigned" ], "policies": [ "Roles in a dedicated table, checked server-side" ], "specifications": [ "RoleAuthoritySpec" ], "invariants": [ "No role check runs client-only" ], "ai_agents": [], "human_roles": [ "Platform admin" ], "data_owned": [ "Users", "Roles", "Sessions" ], "inputs": [ "Auth events" ], "outputs": [ "Sessions" ], "external_integrations": [ "IdP (Google / Okta)" ], "risks": [ "Role escalation" ], "interfaces": [ "→ every other context" ] }, { "name": "Analytics & Reporting", "purpose": "Operational + business metrics, outcome reports.", "subdomain": "Analytics (supporting)", "type": "supporting", "owned_language": [ "Metric", "Dashboard", "Outcome report" ], "owns": [ "Metric definitions", "Dashboards" ], "does_not_own": [ "Raw write models" ], "primary_actors": [ "Ops lead", "Owner" ], "entities": [ "MetricDefinition", "Dashboard" ], "value_objects": [ "Window", "Target" ], "aggregates": [ "MetricDefinitionAggregate" ], "domain_services": [ "Rollup service" ], "application_services": [ "PublishMetric", "PublishDashboard" ], "commands": [ "PublishMetric", "PublishDashboard" ], "domain_events": [ "DashboardPublished" ], "policies": [ "North-star must be wired before Phase 2 launch" ], "specifications": [ "MetricDefinedSpec" ], "invariants": [ "Metrics have a definition, a target, and an owner" ], "ai_agents": [], "human_roles": [ "Ops lead" ], "data_owned": [ "Metric definitions", "Read-model rollups" ], "inputs": [ "Domain events (as read-only consumer)" ], "outputs": [ "Dashboards", "Outcome reports" ], "external_integrations": [ "BI tool" ], "risks": [ "Vanity metrics dominating" ], "interfaces": [ "← every context (read-only)" ] } ], "context_map": [ { "upstream": "Sales & Intake", "downstream": "Service Fulfillment", "pattern": "customer-supplier", "business_reason": "Fulfillment cannot start without an accepted engagement.", "data_exchanged": [ "Engagement", "Scope statement" ], "events_exchanged": [ "EngagementAccepted" ], "contract_type": "Published language (Engagement record)", "failure_risks": [ "Silent scope mismatch" ], "acl_notes": "Fulfillment consumes only fields it needs; no direct DB coupling.", "ownership_boundary": "Sales owns engagement lifecycle." }, { "upstream": "Service Fulfillment", "downstream": "Quality Assurance", "pattern": "customer-supplier", "business_reason": "Signoff is a hard gate on delivery.", "data_exchanged": [ "Draft", "Evidence trail" ], "events_exchanged": [ "DraftReady", "ArtifactSigned" ], "contract_type": "Published language", "failure_risks": [ "Reviewer bottleneck" ], "acl_notes": "QA never mutates draft content; only appends signoff.", "ownership_boundary": "QA owns signature log." }, { "upstream": "AI Orchestration", "downstream": "Service Fulfillment", "pattern": "customer-supplier", "business_reason": "Draft is produced by AI; Fulfillment consumes it.", "data_exchanged": [ "Draft payload", "Confidence score" ], "events_exchanged": [ "DraftProduced", "EscalationRaised" ], "contract_type": "Published language (validated schema)", "failure_risks": [ "Draft failing OutputValidator reaches Fulfillment" ], "acl_notes": "OutputValidator sits inside AI Orchestration.", "ownership_boundary": "AI owns run log; Fulfillment owns draft state." }, { "upstream": "Knowledge Base & Retrieval", "downstream": "AI Orchestration", "pattern": "open-host-service", "business_reason": "Retrieval is a stable interface used by all agents.", "data_exchanged": [ "Retrieval hits", "Source citations" ], "events_exchanged": [ "DocIngested", "IndexRebuilt" ], "contract_type": "Open-host published API", "failure_risks": [ "Cross-tenant leak" ], "acl_notes": "Every call carries tenant + partition claim.", "ownership_boundary": "Knowledge owns indices." }, { "upstream": "Client Onboarding & Profile", "downstream": "Service Fulfillment", "pattern": "customer-supplier", "business_reason": "No intake without a provisioned tenant + reviewer.", "data_exchanged": [ "Tenant profile", "Reviewer identity" ], "events_exchanged": [ "TenantProvisioned", "ReviewerRegistered" ], "contract_type": "Published language", "failure_risks": [ "Expired reviewer credential" ], "acl_notes": "Fulfillment reads a projection; does not query Onboarding tables.", "ownership_boundary": "Onboarding owns tenant + reviewer records." }, { "upstream": "Service Fulfillment", "downstream": "Client Delivery & Success", "pattern": "customer-supplier", "business_reason": "Delivery is downstream of signoff.", "data_exchanged": [ "Signed artifact" ], "events_exchanged": [ "ArtifactDelivered", "DeliveryConfirmed" ], "contract_type": "Published language", "failure_risks": [ "Silent delivery failure" ], "acl_notes": "Delivery adapter is inside Fulfillment; Delivery context tracks the receipt.", "ownership_boundary": "Delivery context owns receipts." }, { "upstream": "Quality Assurance", "downstream": "Compliance & Governance", "pattern": "customer-supplier", "business_reason": "Retractions feed compliance workflows.", "data_exchanged": [ "Retraction record" ], "events_exchanged": [ "RetractionFiled" ], "contract_type": "Published language", "failure_risks": [ "Retraction not surfaced" ], "acl_notes": "Compliance subscribes to the event stream.", "ownership_boundary": "QA owns retraction record; Compliance owns downstream runbook." }, { "upstream": "Compliance & Governance", "downstream": "Service Fulfillment", "pattern": "conformist", "business_reason": "Fulfillment must respect release decisions.", "data_exchanged": [ "Release decision" ], "events_exchanged": [ "ReleaseDecisionChanged" ], "contract_type": "Read-only projection consumed by Fulfillment", "failure_risks": [ "Fulfillment ignoring a blocked release" ], "acl_notes": "Fulfillment conforms to Compliance's release model.", "ownership_boundary": "Compliance owns release model." }, { "upstream": "Client Delivery & Success", "downstream": "Billing & Revenue", "pattern": "customer-supplier", "business_reason": "Delivery is the meter for per-artifact pricing.", "data_exchanged": [ "Delivery receipt" ], "events_exchanged": [ "DeliveryConfirmed" ], "contract_type": "Published language", "failure_risks": [ "Missed usage record" ], "acl_notes": "Billing subscribes to delivery events.", "ownership_boundary": "Billing owns invoicing." }, { "upstream": "Identity & Access", "downstream": "every other context", "pattern": "shared-kernel", "business_reason": "Auth primitives are shared.", "data_exchanged": [ "Session claim", "Role" ], "events_exchanged": [], "contract_type": "Shared kernel (tiny, versioned)", "failure_risks": [ "Kernel bloat" ], "acl_notes": "Kernel kept intentionally small.", "ownership_boundary": "Identity owns the primitives." }, { "upstream": "every context", "downstream": "Analytics & Reporting", "pattern": "conformist", "business_reason": "Analytics conforms to whatever events contexts publish.", "data_exchanged": [ "Domain events (read-only)" ], "events_exchanged": [ "all" ], "contract_type": "Read-only event subscription", "failure_risks": [ "Event schema drift" ], "acl_notes": "Analytics stores its own read model.", "ownership_boundary": "Analytics owns rollups." } ], "external_integrations": [ { "system": "brand website & marketing platforms (Webflow / WordPress / Shopify / HubSpot)", "risk": "Export-format drift; unparseable PDF tables; per-vendor quirks", "internal_model": "source document record", "acl_strategy": "Adapter in External Integrations context translates external schema → internal domain term; upstream schema never leaks past the adapter.", "owner_context": "External Integrations", "data_in": [ "External record" ], "data_out": [ "Ack or receipt" ], "trigger": "api", "failure_strategy": "Exponential backoff with jitter; circuit breaker on repeated failure; dead-letter with owner-visible alert.", "audit_need": "Every call logged with tenant, request id, cost, and payload hash (no PII in logs)." }, { "system": "Carbon offset registry formats (major + regional registries)", "risk": "Layout drift between study vintages; scanned-only PDFs", "internal_model": "extracted study fields with page provenance", "acl_strategy": "Adapter in External Integrations context translates external schema → internal domain term; upstream schema never leaks past the adapter.", "owner_context": "External Integrations", "data_in": [ "External record" ], "data_out": [ "Ack or receipt" ], "trigger": "api", "failure_strategy": "Exponential backoff with jitter; circuit breaker on repeated failure; dead-letter with owner-visible alert.", "audit_need": "Every call logged with tenant, request id, cost, and payload hash (no PII in logs)." }, { "system": "Airtable intake tracker + Drive folder tree", "risk": "Manual mis-filing; permission sprawl across per-brand/per-brand folders", "internal_model": "pack order status record", "acl_strategy": "Adapter in External Integrations context translates external schema → internal domain term; upstream schema never leaks past the adapter.", "owner_context": "External Integrations", "data_in": [ "External record" ], "data_out": [ "Ack or receipt" ], "trigger": "api", "failure_strategy": "Exponential backoff with jitter; circuit breaker on repeated failure; dead-letter with owner-visible alert.", "audit_need": "Every call logged with tenant, request id, cost, and payload hash (no PII in logs)." }, { "system": "Frontier LLM APIs (provider-portable)", "risk": "Model drift; rate limits; silent quality regression", "internal_model": "extraction run with confidence scores", "acl_strategy": "OutputValidator + prompt-injection scrubber + per-tenant retrieval scope inside AI Orchestration.", "owner_context": "AI Orchestration", "data_in": [ "Prompt + retrieval context" ], "data_out": [ "Draft + confidence" ], "trigger": "api", "failure_strategy": "Exponential backoff with jitter; circuit breaker on repeated failure; dead-letter with owner-visible alert.", "audit_need": "Every call logged with tenant, request id, cost, and payload hash (no PII in logs)." } ], "event_storm": [ { "seq": 1, "command": "QualifyLead", "event": "LeadQualified", "actor": "Sales / Qualifier Copilot", "context": "Sales & Intake", "aggregate": "EngagementAggregate", "policy": "Reject out-of-ICP", "downstream": "Engagement offer", "risk": "Out-of-scope acceptance" }, { "seq": 2, "command": "AcceptEngagement", "event": "EngagementAccepted", "actor": "Owner", "context": "Sales & Intake", "aggregate": "EngagementAggregate", "policy": "Engagement letter required", "downstream": "Onboarding starts", "risk": "Missing engagement letter" }, { "seq": 3, "command": "ProvisionTenant", "event": "TenantProvisioned", "actor": "Onboarding lead", "context": "Client Onboarding", "aggregate": "TenantAggregate", "policy": "Named reviewer required", "downstream": "Reviewer registration", "risk": "Reviewer credential expired" }, { "seq": 4, "command": "OpenIntake", "event": "PackOrderAccepted", "actor": "Customer operator", "context": "Service Fulfillment", "aggregate": "PackOrderAggregate", "policy": "Scope-fit spec", "downstream": "AI drafting scheduled", "risk": "Scope drift" }, { "seq": 5, "command": "AttachEvidence", "event": "EvidenceCollected", "actor": "Customer + Retrieval", "context": "Service Fulfillment", "aggregate": "PackOrderAggregate", "policy": "Evidence coverage spec", "downstream": "Drafting authorized", "risk": "Insufficient evidence" }, { "seq": 6, "command": "StartAgentRun", "event": "DraftProduced", "actor": "AI Orchestrator", "context": "AI Orchestration", "aggregate": "AgentRunAggregate", "policy": "Confidence threshold", "downstream": "Reviewer queue OR escalation", "risk": "Prompt injection" }, { "seq": 7, "command": "SubmitForSignoff", "event": "DraftReady", "actor": "Service Fulfillment", "context": "Service Fulfillment", "aggregate": "CompletenessPackAggregate", "policy": "Coverage complete", "downstream": "Reviewer notified", "risk": "Reviewer overload" }, { "seq": 8, "command": "ApproveArtifact", "event": "ArtifactSigned", "actor": "AB 1305 Disclosure Analyst", "context": "Quality Assurance", "aggregate": "SignoffAggregate", "policy": "Reviewer authority spec", "downstream": "Delivery authorized", "risk": "Signature spoof" }, { "seq": 9, "command": "DeliverCompletenessPack", "event": "ArtifactDelivered", "actor": "Delivery adapter", "context": "Service Fulfillment", "aggregate": "CompletenessPackAggregate", "policy": "Deliverability spec", "downstream": "Billing meter, customer notified", "risk": "Silent delivery failure" }, { "seq": 10, "command": "ConfirmDelivery", "event": "DeliveryConfirmed", "actor": "Client Delivery", "context": "Client Delivery & Success", "aggregate": "DeliveryAggregate", "policy": "Ack within SLA", "downstream": "Success cadence", "risk": "Missed ack" }, { "seq": 11, "command": "RecordUsage", "event": "InvoicePaid", "actor": "Billing", "context": "Billing & Revenue", "aggregate": "SubscriptionAggregate", "policy": "Chargeability spec", "downstream": "Revenue rollup", "risk": "Tax misapplication" }, { "seq": 12, "command": "ResolveOwnerAction", "event": "OwnerActionResolved", "actor": "Business owner", "context": "Compliance & Governance", "aggregate": "OwnerActionLedgerAggregate", "policy": "Release readiness spec", "downstream": "Release-decision recompute", "risk": "Public claim while blocker open" }, { "seq": 13, "command": "FileRetraction", "event": "RetractionFiled", "actor": "Legal + AB 1305 Disclosure Analyst", "context": "Quality Assurance", "aggregate": "RetractionAggregate", "policy": "Retraction preconditions", "downstream": "Customer notification, audit log", "risk": "Delayed retraction" } ], "critical_path": [ "PackOrderAccepted → EvidenceCollected → DraftReady → ArtifactSigned → ArtifactDelivered → DeliveryConfirmed" ], "exception_flows": [ "DraftProduced with low confidence → EscalationRaised → reviewer manual draft → ArtifactSigned", "DeliverArtifact blocked by open owner action → DeliveryBlocked → owner resolves → retry", "DeliveryFailed at adapter → customer alert within 1h → Success ticket → retry with backoff" ], "escalation_flows": [ "AI Orchestration escalates to Reviewer", "Reviewer escalates ambiguous artifact to Legal", "Success lead escalates silent delivery failure to Owner", "Owner escalates brand counsel inquiry to external counsel" ], "retry_flows": [ "External API failure → exponential backoff with jitter, then dead-letter with owner-visible alert", "Model timeout → retry once, then EscalationRaised", "Delivery adapter failure → retry with backoff, then customer alert" ], "manual_override_flows": [ "Reviewer may override AI classification and re-route", "Owner may force-block a delivery via Compliance ledger", "Ops may pull a prompt version at any time (feature flag)" ], "commands": [ { "name": "OpenIntake", "issued_by": "Customer operator", "preconditions": [ "Engagement accepted", "Tenant provisioned" ], "aggregate": "PackOrderAggregate", "success_event": "PackOrderAccepted", "failure_event": "IntakeRejected", "authorization": "Tenant member with Operator role", "validation": "Scope statement present; no duplicate open intake", "audit": "Command + payload hash logged with tenant + user" }, { "name": "AttachEvidence", "issued_by": "Customer operator / Retrieval", "preconditions": [ "Intake open", "File type allowed" ], "aggregate": "PackOrderAggregate", "success_event": "EvidenceCollected", "failure_event": "EvidenceRejected", "authorization": "Same tenant", "validation": "Virus scan clean; PII policy respected", "audit": "Every attachment hashed and logged" }, { "name": "StartAgentRun", "issued_by": "AI Orchestrator", "preconditions": [ "Evidence coverage complete", "Prompt version active" ], "aggregate": "AgentRunAggregate", "success_event": "DraftProduced", "failure_event": "EscalationRaised", "authorization": "Service role", "validation": "OutputValidator schema passes", "audit": "Prompt version + retrieval hits + cost captured" }, { "name": "ApproveArtifact", "issued_by": "AB 1305 Disclosure Analyst", "preconditions": [ "Draft ready", "Reviewer session live", "No unresolved escalation" ], "aggregate": "SignoffAggregate", "success_event": "ArtifactSigned", "failure_event": "ArtifactRejected", "authorization": "Reviewer role bound to tenant", "validation": "Every claim cites evidence", "audit": "Signature manifest + timestamp" }, { "name": "DeliverCompletenessPack", "issued_by": "Delivery adapter", "preconditions": [ "Artifact signed", "Compliance release allows delivery" ], "aggregate": "CompletenessPackAggregate", "success_event": "ArtifactDelivered", "failure_event": "DeliveryFailed", "authorization": "Service role", "validation": "Delivery method valid; receipt captured", "audit": "Delivery receipt archived" }, { "name": "ResolveOwnerAction", "issued_by": "Business owner", "preconditions": [ "Owner-action open" ], "aggregate": "OwnerActionLedgerAggregate", "success_event": "OwnerActionResolved", "failure_event": "OwnerActionRejected", "authorization": "Owner role", "validation": "Supplied fact matches action schema", "audit": "Actor + before/after captured" }, { "name": "FileRetraction", "issued_by": "Legal + AB 1305 Disclosure Analyst", "preconditions": [ "Artifact previously delivered", "Impact statement present" ], "aggregate": "RetractionAggregate", "success_event": "RetractionFiled", "failure_event": "RetractionRejected", "authorization": "Legal AND Reviewer co-sign", "validation": "Retraction preconditions spec", "audit": "Full retraction packet archived" } ], "policies": [ { "name": "Auto-request signoff on coverage complete", "trigger": "EvidenceCollected", "condition": "Evidence coverage spec passes", "action": "Enqueue SubmitForSignoff", "context": "Service Fulfillment", "ai_involvement": "none", "human_approval": false }, { "name": "Escalate on low confidence", "trigger": "DraftProduced", "condition": "Confidence < threshold OR OutputValidator warning", "action": "Emit EscalationRaised, route to reviewer queue", "context": "AI Orchestration", "ai_involvement": "author", "human_approval": false }, { "name": "Block delivery on open compliance blocker", "trigger": "DeliverArtifact command", "condition": "Compliance release decision != 'ready-with-owner-actions' or 'ready'", "action": "Reject delivery, emit DeliveryBlocked", "context": "Service Fulfillment ↔ Compliance", "ai_involvement": "none", "human_approval": true }, { "name": "Retract on material finding", "trigger": "MaterialFindingReported", "condition": "Signed claim materially wrong", "action": "Open Retraction workflow with legal co-sign", "context": "Quality Assurance", "ai_involvement": "assist", "human_approval": true }, { "name": "Alert on delivery failure", "trigger": "DeliveryFailed", "condition": "Any", "action": "Notify customer within 1h + open Success ticket", "context": "Client Delivery & Success", "ai_involvement": "none", "human_approval": false } ], "aggregates": [ { "name": "PackOrderAggregate", "root": "PackOrder", "context": "Service Fulfillment", "purpose": "Guard intake + evidence + draft state transitions.", "entities": [ "PackOrder", "EvidenceLink", "Draft" ], "value_objects": [ "ConfidenceScore", "EvidenceCitation" ], "invariants": [ "Every claim in a delivered artifact cites evidence", "An pack order in state 'delivered' is immutable" ], "commands": [ "OpenIntake", "AttachEvidence", "RequestDraft", "SubmitForSignoff" ], "events": [ "PackOrderAccepted", "EvidenceCollected", "DraftReady" ], "repository": "PackOrderRepository", "transaction_boundary": "One pack order per transaction" }, { "name": "CompletenessPackAggregate", "root": "Completeness pack", "context": "Service Fulfillment", "purpose": "Own the completeness pack lifecycle from signed to delivered.", "entities": [ "Completeness pack", "Delivery" ], "value_objects": [ "DeliveryAddress" ], "invariants": [ "A completeness pack cannot be delivered without a valid Signoff" ], "commands": [ "DeliverCompletenessPack" ], "events": [ "ArtifactDelivered" ], "repository": "Completeness packRepository", "transaction_boundary": "One completeness pack per transaction" }, { "name": "SignoffAggregate", "root": "Signoff", "context": "Quality Assurance", "purpose": "Bind reviewer identity + timestamp + artifact hash immutably.", "entities": [ "Signoff" ], "value_objects": [ "SignatureManifest" ], "invariants": [ "Signature bound to a live authenticated session, not a form field", "Signed artifacts are immutable" ], "commands": [ "ApproveArtifact" ], "events": [ "ArtifactSigned" ], "repository": "SignoffRepository", "transaction_boundary": "One signoff per transaction" }, { "name": "RetractionAggregate", "root": "Retraction", "context": "Quality Assurance", "purpose": "Handle formal correction/withdrawal of a signed artifact.", "entities": [ "Retraction" ], "value_objects": [ "RetractionReason", "ImpactStatement" ], "invariants": [ "A retraction requires Legal + Reviewer co-signature" ], "commands": [ "FileRetraction" ], "events": [ "RetractionFiled" ], "repository": "RetractionRepository", "transaction_boundary": "One retraction per transaction" }, { "name": "AgentRunAggregate", "root": "AgentRun", "context": "AI Orchestration", "purpose": "Track a single bounded AI run with prompt version, cost, and output validation.", "entities": [ "AgentRun", "RetrievalHit" ], "value_objects": [ "ConfidenceScore", "TokenBudget", "ModelCost" ], "invariants": [ "No output emitted without OutputValidator pass", "Retrieval scoped to a single tenant partition" ], "commands": [ "StartAgentRun" ], "events": [ "DraftProduced", "EscalationRaised" ], "repository": "AgentRunRepository", "transaction_boundary": "One run per transaction" }, { "name": "OwnerActionLedgerAggregate", "root": "OwnerActionLedger", "context": "Compliance & Governance", "purpose": "Own the set of owner-supplied facts blocking public claims.", "entities": [ "OwnerAction" ], "value_objects": [ "BlockerReason", "Brand" ], "invariants": [ "Release cannot flip to 'ready' with open blocking owner actions" ], "commands": [ "RaiseOwnerAction", "ResolveOwnerAction" ], "events": [ "OwnerActionResolved", "ReleaseDecisionChanged" ], "repository": "OwnerActionRepository", "transaction_boundary": "One ledger per tenant" }, { "name": "TenantAggregate", "root": "Tenant", "context": "Client Onboarding & Profile", "purpose": "Own tenant provisioning + reviewer registration.", "entities": [ "Tenant", "ReviewerIdentity" ], "value_objects": [ "ContactMatrix", "AssociationSet" ], "invariants": [ "Every tenant has at least one named reviewer with valid credential" ], "commands": [ "ProvisionTenant", "RegisterReviewer" ], "events": [ "TenantProvisioned", "ReviewerRegistered" ], "repository": "TenantRepository", "transaction_boundary": "One tenant per transaction" }, { "name": "DeliveryAggregate", "root": "Delivery", "context": "Client Delivery & Success", "purpose": "Own delivery receipts and revision requests.", "entities": [ "Delivery", "RevisionRequest" ], "value_objects": [ "DeliveryMethod" ], "invariants": [ "Every DeliveryConfirmed has a linked Signoff" ], "commands": [ "ConfirmDelivery", "RecordRevisionRequest" ], "events": [ "DeliveryConfirmed", "RevisionRequested" ], "repository": "DeliveryRepository", "transaction_boundary": "One delivery per transaction" } ], "invariants": [ { "invariant": "A completeness pack cannot be delivered without a valid Reviewer signoff.", "context": "Service Fulfillment ↔ Quality Assurance", "aggregate": "CompletenessPackAggregate", "why": "Legal defensibility; brand-risk", "enforcement": "Aggregate command handler rejects delivery without a signoff reference" }, { "invariant": "Every claim in a delivered artifact cites at least one evidence item.", "context": "Service Fulfillment", "aggregate": "PackOrderAggregate", "why": "Audit reconstructability", "enforcement": "EvidenceCoverageSpec on submit-for-signoff" }, { "invariant": "A signature is bound to a live authenticated session, not a form field.", "context": "Quality Assurance", "aggregate": "SignoffAggregate", "why": "Anti-spoofing, anti-repudiation", "enforcement": "Signature service validates session claim server-side" }, { "invariant": "Signed artifacts are immutable; corrections go through Retraction.", "context": "Quality Assurance", "aggregate": "SignoffAggregate + RetractionAggregate", "why": "Preserves audit chain", "enforcement": "Repository denies mutation after signoff" }, { "invariant": "No AI output leaves AI Orchestration without OutputValidator pass.", "context": "AI Orchestration", "aggregate": "AgentRunAggregate", "why": "Grounding + hallucination control", "enforcement": "AgentRun terminates as EscalationRaised on validator failure" }, { "invariant": "Retrieval is scoped to a single tenant partition per call.", "context": "Knowledge Base ↔ AI Orchestration", "aggregate": "IndexShardAggregate", "why": "Prevent cross-tenant leak", "enforcement": "TenantIsolationSpec at retrieval router" }, { "invariant": "Release cannot flip to 'ready' with open blocking owner actions.", "context": "Compliance & Governance", "aggregate": "OwnerActionLedgerAggregate", "why": "Prevent premature public claim", "enforcement": "ReleaseReadinessSpec on ResolveOwnerAction" }, { "invariant": "Every tenant has at least one named reviewer with valid credential.", "context": "Client Onboarding & Profile", "aggregate": "TenantAggregate", "why": "No unattributed signoffs", "enforcement": "ReviewerCredentialSpec on tenant provisioning" }, { "invariant": "Roles are stored in a dedicated table and checked server-side.", "context": "Identity & Access", "aggregate": "UserAggregate", "why": "Prevent privilege escalation", "enforcement": "RoleAuthoritySpec + RLS on protected tables" } ], "ai_agents": [ { "name": "Drafter Agent", "context": "AI Orchestration", "responsibility": "Produce a cited draft of a completeness pack section from validated retrieval context.", "inputs": [ "Intake summary", "Retrieval hits (tenant-scoped)", "Prompt version" ], "outputs": [ "Structured draft payload", "Confidence score", "Citations" ], "tools": [ "Retrieval API", "Structured-output validator", "Cost meter" ], "forbidden_actions": [ "Call external tools not in its allowlist", "Access another tenant's retrieval index", "Emit output that skips the OutputValidator", "Author final legal / clinical / financial decisions" ], "memory_scope": "Per-run only; no cross-run memory; prompt-injection scrubber on all customer inputs.", "retrieval_sources": [ "Tenant-scoped knowledge base", "Public brand counsel sources (read-only cache)" ], "validations": [ "Structured-output schema", "Citation-coverage rule", "PII-scrub rule on prompt inputs" ], "confidence_scoring": "Model-reported logprobs + citation-coverage combined into a bounded [0..1] score.", "escalation_triggers": [ "Score < threshold", "Ambiguous brand", "Missing citation on any claim" ], "human_approval": true, "failure_modes": [ "Prompt injection", "Hallucinated citation", "Retrieval-tenant leak" ], "audit_logs": [ "Prompt version", "Retrieval hits (ids only)", "Cost + latency", "Validator verdict" ], "metrics": [ "Draft acceptance rate", "Escalation rate", "Cost per artifact", "p95 latency" ], "versioning": "Prompt versions immutable; published via PromptRegistryAggregate; rollout via feature flag." }, { "name": "Classifier Agent", "context": "AI Orchestration", "responsibility": "Route an pack order to the right template, brand, and reviewer queue.", "inputs": [ "Intake payload" ], "outputs": [ "Route decision + confidence" ], "tools": [ "Prompt registry" ], "forbidden_actions": [ "Make final legal / clinical / financial decisions", "Bypass Reviewer queue routing" ], "memory_scope": "Per-run only", "retrieval_sources": [ "Templates + brand reference" ], "validations": [ "Structured-output schema", "Known-route allowlist" ], "confidence_scoring": "Model logprobs.", "escalation_triggers": [ "Score < threshold", "Unknown brand" ], "human_approval": false, "failure_modes": [ "Wrong route → wrong reviewer" ], "audit_logs": [ "Route decision + rationale" ], "metrics": [ "Routing accuracy vs reviewer corrections" ], "versioning": "Same as Drafter" }, { "name": "Evaluator Agent", "context": "AI Orchestration", "responsibility": "Run offline evals on prompt versions before rollout.", "inputs": [ "Golden dataset", "Prompt candidate" ], "outputs": [ "Pass/fail per case + drift report" ], "tools": [ "Golden dataset" ], "forbidden_actions": [ "Touch production tenant data" ], "memory_scope": "Per-eval only", "retrieval_sources": [ "Golden dataset only" ], "validations": [ "Regression thresholds" ], "confidence_scoring": "Aggregate over dataset", "escalation_triggers": [ "Regression > threshold" ], "human_approval": true, "failure_modes": [ "Overfit to golden dataset" ], "audit_logs": [ "Full eval report archived" ], "metrics": [ "Pass rate", "Regression rate" ], "versioning": "Every prompt release requires a passing eval" } ], "prompt_chain_map": [ "Intake → Classifier (route + brand) → Drafter (cite + draft) → OutputValidator → Reviewer (approve or escalate)", "Retraction analysis → Evaluator (assist only) → Legal + Reviewer co-sign" ], "rag_map": [ "Per-tenant knowledge base partition → retrieval router → tenant-scoped hits → Drafter", "Public brand counsel sources (read-only cache) → shared retrieval → Drafter (cited)" ], "ai_evaluation": [ "Golden dataset of past reviewer-accepted artifacts per vertical", "Regression thresholds on acceptance rate + citation coverage", "Every prompt release requires a passing Evaluator run" ], "hallucination_controls": [ "Retrieval-first (no free-form generation without citation)", "Structured-output validator enforces citation-per-claim", "Confidence-scored escalation", "Reviewer gate on all outbound artifacts" ], "human_in_the_loop_plan": [ "Reviewer signoff on every outbound artifact", "Legal co-sign on retractions", "Owner approval on public-release readiness", "Ops sign-off on prompt-version rollout" ], "ai_audit_plan": [ "Every AgentRun logged with prompt version, retrieval hit ids, cost, latency, validator verdict", "13-month rolling retention on run logs", "PII scrubbed from log payloads" ], "prompt_versioning": "Prompt versions immutable once published; rolled out via feature flag; every rollout paired with an Evaluator run.", "human_roles": [ { "role": "AB 1305 Disclosure Analyst", "responsibilities": [ "Approve / reject / request revisions on drafts", "Co-sign retractions" ], "contexts": [ "Quality Assurance", "Service Fulfillment" ], "decisions_owned": [ "Signoff", "Rejection", "Escalation acceptance" ], "ai_support": [ "Cited drafts", "Confidence-ranked findings" ], "approval_authority": "Full artifact signoff", "escalation_authority": "Escalate to Legal", "quality_metrics": [ "Cycle time to signoff", "Signoff-to-retraction ratio" ], "workload_risks": [ "Single-reviewer bottleneck" ] }, { "role": "Business owner", "responsibilities": [ "Resolve owner actions", "Decide public-release readiness", "Own commercial claims" ], "contexts": [ "Compliance & Governance", "Sales & Intake" ], "decisions_owned": [ "Release decision", "Owner-action ledger" ], "ai_support": [ "Blocker summary" ], "approval_authority": "Release readiness", "escalation_authority": "Escalate to Legal", "quality_metrics": [ "Blocker close time" ], "workload_risks": [ "Single-owner queue" ] }, { "role": "Legal reviewer", "responsibilities": [ "Retraction co-sign", "DSAR + brand counsel response" ], "contexts": [ "Quality Assurance", "Compliance & Governance" ], "decisions_owned": [ "Retraction approval", "Brand counsel response" ], "ai_support": [ "Precedent surfacing (assist only)" ], "approval_authority": "Retraction, brand counsel response", "escalation_authority": "External counsel", "quality_metrics": [ "Retraction latency" ], "workload_risks": [ "Retainer capacity" ] }, { "role": "Success lead", "responsibilities": [ "Delivery health, revision loop, renewal signal" ], "contexts": [ "Client Delivery & Success" ], "decisions_owned": [ "Escalate silent failures" ], "ai_support": [ "Delivery health digest" ], "approval_authority": "Customer-visible remediation", "escalation_authority": "Owner", "quality_metrics": [ "Time-to-alert on delivery failure" ], "workload_risks": [ "Alert fatigue" ] }, { "role": "Onboarding lead", "responsibilities": [ "Provision tenants, register reviewers, import evidence pack" ], "contexts": [ "Client Onboarding & Profile" ], "decisions_owned": [ "Tenant readiness" ], "ai_support": [ "Checklist coverage" ], "approval_authority": "Go-live per tenant", "escalation_authority": "Owner", "quality_metrics": [ "Time-to-first-artifact" ], "workload_risks": [ "Sequential onboarding queue" ] }, { "role": "Ops (prompt owner)", "responsibilities": [ "Prompt version registry + eval sign-off" ], "contexts": [ "AI Orchestration" ], "decisions_owned": [ "Prompt rollout" ], "ai_support": [ "Evaluator Agent" ], "approval_authority": "Prompt rollout", "escalation_authority": "Engineering", "quality_metrics": [ "Regression rate at rollout" ], "workload_risks": [ "Version drift" ] } ], "human_review_checkpoints": [ "AI draft → reviewer approval", "Public release → owner acceptance", "Retraction → legal + reviewer co-sign", "Prompt rollout → ops + evaluator" ], "escalation_matrix": [ "AI → Reviewer → Legal → Owner → External counsel", "Success → Owner → External counsel (brand counsel inquiries)" ], "manual_override_rules": [ "Any manual override captured as an explicit override event with actor + reason", "No override may bypass a reviewer signoff invariant" ], "separation_of_duties": [ "Drafter Agent cannot sign; Reviewer cannot draft on behalf of AI without an override event; Legal cannot silently retract" ], "quality_control_workflow": [ "Weekly reviewer calibration meeting", "Monthly evaluator regression report", "Quarterly retraction-rate review with owner + legal" ], "data_objects": [ { "name": "pack order", "meaning": "Unit of work brought in by customer", "owner_context": "Service Fulfillment", "writers": [ "Service Fulfillment" ], "readers": [ "QA", "Analytics" ], "source_of_truth": "Service Fulfillment DB", "retention": "7 years (audit)", "privacy": "confidential", "audit": true }, { "name": "control evidence", "meaning": "Cited fact backing a claim", "owner_context": "Service Fulfillment", "writers": [ "Service Fulfillment" ], "readers": [ "QA", "Analytics" ], "source_of_truth": "Service Fulfillment DB + Knowledge Base pointers", "retention": "7 years", "privacy": "confidential", "audit": true }, { "name": "completeness pack", "meaning": "Reviewer-signed deliverable", "owner_context": "Service Fulfillment", "writers": [ "Service Fulfillment" ], "readers": [ "QA", "Client Delivery", "Analytics" ], "source_of_truth": "Service Fulfillment DB (immutable after signoff)", "retention": "7-10 years (vertical-specific)", "privacy": "regulated", "audit": true }, { "name": "Signoff", "meaning": "Reviewer signature manifest", "owner_context": "Quality Assurance", "writers": [ "Quality Assurance" ], "readers": [ "Service Fulfillment", "Analytics" ], "source_of_truth": "QA DB (append-only)", "retention": "10 years", "privacy": "confidential", "audit": true }, { "name": "OwnerActionLedger", "meaning": "Blocker facts per tenant", "owner_context": "Compliance & Governance", "writers": [ "Compliance & Governance" ], "readers": [ "Service Fulfillment (release decision)", "Analytics" ], "source_of_truth": "Compliance DB", "retention": "7 years", "privacy": "internal", "audit": true }, { "name": "AgentRun", "meaning": "Trace of one AI orchestrator run", "owner_context": "AI Orchestration", "writers": [ "AI Orchestration" ], "readers": [ "Analytics", "QA (on escalation)" ], "source_of_truth": "AI Orchestration DB", "retention": "13 months (rolling)", "privacy": "internal", "audit": true }, { "name": "Tenant", "meaning": "Customer organization + reviewers", "owner_context": "Client Onboarding & Profile", "writers": [ "Client Onboarding & Profile" ], "readers": [ "all contexts" ], "source_of_truth": "Onboarding DB", "retention": "Life of contract + 7 years", "privacy": "confidential", "audit": true }, { "name": "Subscription + Invoice", "meaning": "Commercial relationship + charges", "owner_context": "Billing & Revenue", "writers": [ "Billing" ], "readers": [ "Analytics" ], "source_of_truth": "Billing provider (Stripe)", "retention": "As required by tax law", "privacy": "confidential", "audit": true }, { "name": "User + Role", "meaning": "Identity + authorization", "owner_context": "Identity & Access", "writers": [ "Identity & Access" ], "readers": [ "all contexts" ], "source_of_truth": "Identity DB", "retention": "Life of account + 2 years", "privacy": "confidential", "audit": true } ], "read_models": [ "OperatorDashboard read model (per tenant): open intakes, in-review, delivered this week", "ReviewerQueue read model: cases awaiting reviewer with confidence + escalation reason", "ComplianceLedger read model: open owner actions + release-decision", "AnalyticsRollup read model: metric definitions rolled up daily" ], "reporting_models": [ "Outcome report per customer: artifacts delivered, cycle time, acceptance rate, retractions", "Ops report: AI cost per artifact, escalation rate, reviewer load" ], "data_duplication_notes": [ "Reviewer identity is stored in Onboarding, referenced by QA — QA does not own it", "OwnerActionLedger duplicates minimal facts into read models for Fulfillment consumption" ], "data_retention": [ "Artifacts + evidence + signoffs: 7-10 years (vertical-specific)", "AgentRun logs: 13 months rolling", "Users + sessions: life of account + 2 years" ], "data_quality_risks": [ "Silent schema drift from external systems", "Stale retrieval indices after source-doc updates", "Missing retraction cross-links after legacy import" ], "use_cases": [ { "name": "Deliver a reviewer-signed completeness pack", "actor": "Customer operator + Reviewer", "context": "Service Fulfillment + Quality Assurance + AI Orchestration", "goal": "Produce and deliver a reviewer-signed completeness pack", "preconditions": [ "Tenant provisioned", "Reviewer registered", "Engagement accepted" ], "main_flow": [ "Operator opens pack order", "Evidence attached / retrieved", "AI Orchestrator drafts with citations", "Reviewer approves", "Delivery adapter delivers", "Success lead confirms delivery" ], "alternative_flows": [ "Confidence below threshold → EscalationRaised → reviewer drafts manually", "Blocking owner action open → DeliveryBlocked → surfaced to owner", "Delivery failure → alert customer within 1h" ], "business_rules": [ "Every claim must cite evidence", "Only registered reviewer may sign" ], "ai_role": "Draft + validate + score confidence", "human_role": "Sign; escalate; retract", "commands": [ "OpenIntake", "AttachEvidence", "StartAgentRun", "ApproveArtifact", "DeliverCompletenessPack" ], "events": [ "PackOrderAccepted", "EvidenceCollected", "DraftProduced", "ArtifactSigned", "ArtifactDelivered" ], "aggregates": [ "PackOrderAggregate", "AgentRunAggregate", "SignoffAggregate", "CompletenessPackAggregate" ], "success": "completeness pack delivered + reviewer signed + audit trail complete", "failure_handling": "EscalationRaised → reviewer queue; DeliveryFailed → customer alert + Success ticket", "audit": "Full command → event chain with actor + timestamp per step" }, { "name": "Retract a delivered artifact", "actor": "Legal + AB 1305 Disclosure Analyst", "context": "Quality Assurance + Compliance & Governance", "goal": "Formally withdraw / correct a delivered artifact", "preconditions": [ "Artifact previously delivered", "Material finding documented" ], "main_flow": [ "Finding documented", "Legal + Reviewer co-sign retraction", "Customer notified", "Audit-log append" ], "alternative_flows": [ "Reviewer disagrees → escalate to owner", "Brand counsel inquiry incoming → run in parallel with legal-response workflow" ], "business_rules": [ "Retraction requires Legal + Reviewer co-sign" ], "ai_role": "Surface prior similar cases (assist only)", "human_role": "Co-sign + notify", "commands": [ "FileRetraction" ], "events": [ "RetractionFiled" ], "aggregates": [ "RetractionAggregate", "OwnerActionLedgerAggregate" ], "success": "Retraction filed + customer notified + audit trail updated", "failure_handling": "Rejection path emits RetractionRejected + escalates to owner", "audit": "Full retraction packet archived, immutable" }, { "name": "Resolve an owner action and flip release decision", "actor": "Business owner", "context": "Compliance & Governance", "goal": "Close a blocking owner action and recompute release readiness", "preconditions": [ "Owner action open" ], "main_flow": [ "Owner supplies fact", "Ledger updated", "ReleaseDecision recomputed", "Downstream contexts notified" ], "alternative_flows": [ "Fact rejected → OwnerActionRejected", "Legal review required → route to legal" ], "business_rules": [ "Release cannot flip to ready with any blocking action open" ], "ai_role": "Blocker digest", "human_role": "Supply fact + accept release", "commands": [ "ResolveOwnerAction" ], "events": [ "OwnerActionResolved", "ReleaseDecisionChanged" ], "aggregates": [ "OwnerActionLedgerAggregate" ], "success": "Release decision flips or stays with clear reason", "failure_handling": "OwnerActionRejected + retry loop", "audit": "Actor + before/after + timestamp" } ], "architecture": { "style": "modular-monolith-event-driven", "why": "Single team + single regulated vertical per blueprint + strong consistency requirements around signoff / delivery / release-decision favor a monolith. Event-driven internals give us the audit-friendly append-only log without the operational cost of microservices.", "rejected_alternatives": [ "Microservices — no independent scaling or team boundary justifies distributed cost yet.", "Serverless-workflow-only — reviewer signoff and audit invariants are easier to keep correct in a monolith.", "No-code / low-code — cannot enforce OutputValidator, prompt versioning, or per-tenant retrieval isolation with fidelity." ], "backend_modules": [ "Service Fulfillment", "AI Orchestration", "Quality Assurance", "Compliance & Governance", "Sales & Intake", "Client Onboarding & Profile", "Client Delivery & Success", "Knowledge Base & Retrieval", "Analytics & Reporting" ], "frontend_modules": [ "Operator dashboard", "Reviewer console", "Client portal", "Owner console", "Ops (prompt registry) console" ], "api_boundaries": [ "/intake/*", "/artifacts/*", "/reviewer/*", "/compliance/*", "/knowledge/*", "/admin/*" ], "database_strategy": "One managed Postgres; schema-per-context; cross-context reads via published projections; RLS on protected tables.", "event_bus": "In-process event dispatcher backed by an outbox table (transactional publish); upgrade path to a real broker if throughput demands.", "queue": "Background job queue (managed) for AI runs, delivery adapters, and reindex jobs.", "workflow_engine": "None initially — orchestrate via domain events + policies; add a workflow engine if orchestrations exceed 5 sequential steps.", "ai_orchestration": "AI Orchestration context owns bounded agents; OutputValidator + prompt registry + tenant-scoped retrieval; retries with backoff.", "rag_layer": "Per-tenant partitioned retrieval indices in a managed vector DB; ingestion pipeline in Knowledge Base context.", "file_storage": "Managed blob storage with per-tenant prefixes + signed URLs; artifacts hashed on write.", "authn_authz": "IdP (Google / Okta) for authn; RBAC via dedicated roles table with server-side checks + RLS.", "admin_dashboard": "Ops-facing admin for tenants, users, feature flags, prompt versions.", "client_portal": "Customer-facing portal: submit intake, see status, receive artifacts.", "operator_dashboard": "Internal: intake queue, reviewer queue, escalation queue, delivery health.", "observability": "Structured logs with tenant + request ids; RED metrics per workflow; error tracking with source maps; model-call spans with cost + latency; SLO review weekly.", "audit_logging": "Append-only audit log for all state transitions; hash-chained snapshots on signed artifacts.", "deployment": "Single production region + multi-AZ managed DB; per-PR preview deploys; migrations gated on review." }, "module_structure": { "tree": "/src\n /contexts\n /sales-intake\n /domain\n /application\n /infrastructure\n /interfaces\n /client-onboarding\n /domain\n /application\n /infrastructure\n /interfaces\n /service-fulfillment\n /domain\n /application\n /infrastructure\n /interfaces\n /ai-orchestration\n /domain\n /application\n /infrastructure\n /interfaces\n /quality-assurance\n /domain\n /application\n /infrastructure\n /interfaces\n /compliance-governance\n /domain\n /application\n /infrastructure\n /interfaces\n /client-delivery\n /domain\n /application\n /infrastructure\n /interfaces\n /knowledge-base\n /domain\n /application\n /infrastructure\n /interfaces\n /analytics\n /domain\n /application\n /infrastructure\n /interfaces\n /shared\n /kernel # tiny — Ids, Money, Tenant, Actor\n /events # published-language event contracts\n /auth # session + role primitives\n /observability # logging, metrics, tracing\n /config", "modules": [ { "name": "service-fulfillment", "purpose": "PackOrder → completeness pack lifecycle", "owned_domain": [ "PackOrder", "Draft", "Completeness pack", "Delivery" ], "application_services": [ "OpenIntake", "AttachEvidence", "SubmitForSignoff", "DeliverCompletenessPack" ], "infra_adapters": [ "Delivery adapter", "Outbox publisher" ], "public_interfaces": [ "/intake/*", "/artifacts/*" ], "forbidden_deps": [ "billing infra", "identity provider internals" ] }, { "name": "ai-orchestration", "purpose": "Bounded AI agents", "owned_domain": [ "AgentRun", "PromptVersion" ], "application_services": [ "StartAgentRun", "PublishPromptVersion" ], "infra_adapters": [ "LLM provider client (portable)", "Retrieval router" ], "public_interfaces": [ "internal" ], "forbidden_deps": [ "cross-tenant retrieval", "direct delivery" ] }, { "name": "quality-assurance", "purpose": "Signoff + retraction", "owned_domain": [ "Signoff", "Retraction" ], "application_services": [ "ApproveArtifact", "FileRetraction" ], "infra_adapters": [ "Signature service" ], "public_interfaces": [ "/reviewer/*" ], "forbidden_deps": [ "draft content mutation" ] }, { "name": "compliance-governance", "purpose": "Owner-action ledger + release decision", "owned_domain": [ "OwnerActionLedger", "ReleaseDecision", "DSARRequest" ], "application_services": [ "ResolveOwnerAction", "ProcessDSAR" ], "infra_adapters": [ "Email adapter" ], "public_interfaces": [ "/compliance/*" ], "forbidden_deps": [ "draft content" ] } ], "dependency_rules": [ "Domain layer must not depend on infrastructure.", "Application layer may depend on domain.", "Infrastructure implements ports defined by application/domain.", "Interfaces call application services.", "Shared kernel must remain small (Ids, Money, Tenant, Actor).", "Contexts communicate through published events or explicit application APIs — never via direct database access to another context." ] }, "security_governance": { "controls": [ { "risk": "Prompt injection via customer input", "context": "AI Orchestration", "impact": "high", "control": "Input scrubber + OutputValidator + tenant-scoped retrieval", "audit": "AgentRun trace" }, { "risk": "Cross-tenant retrieval leak", "context": "Knowledge Base", "impact": "severe", "control": "Per-tenant index partitions + TenantIsolationSpec enforced at router", "audit": "Retrieval call log" }, { "risk": "Signature spoofing", "context": "Quality Assurance", "impact": "severe", "control": "Signature bound to authenticated session; server-side validation", "audit": "Signature manifest" }, { "risk": "Premature public claim", "context": "Compliance & Governance", "impact": "high", "control": "ReleaseReadinessSpec on OwnerActionLedger", "audit": "Release-decision log" }, { "risk": "Privilege escalation", "context": "Identity & Access", "impact": "high", "control": "Roles in dedicated table + server-side checks + RLS", "audit": "Role assignment log" }, { "risk": "Silent delivery failure", "context": "Client Delivery & Success", "impact": "medium", "control": "Adapter receipt required; alert customer within 1h on failure", "audit": "Delivery receipt archive" } ], "ai_governance": [ "Every prompt version has a named owner + evaluator run + rollout flag", "AI outputs marked as suggestions until reviewer signoff", "Model + prompt inventory maintained in Ops console" ], "prompt_injection_defense": [ "Strip / neutralize instruction-like patterns in customer inputs before prompt assembly", "Never concatenate raw customer input into a system prompt", "OutputValidator rejects outputs that reference forbidden actions" ], "sensitive_data_handling": [ "PII scrubbed from logs", "Regulated data classes never sent to external model providers unless BAA/DPA covers it", "Per-tenant blob storage prefixes + signed URLs" ], "access_control_matrix": [ { "role": "Customer operator", "context": "Service Fulfillment", "capabilities": [ "OpenIntake", "AttachEvidence", "View own artifacts" ] }, { "role": "AB 1305 Disclosure Analyst", "context": "Quality Assurance", "capabilities": [ "ApproveArtifact", "RejectArtifact", "Co-sign retraction" ] }, { "role": "Business owner", "context": "Compliance & Governance", "capabilities": [ "ResolveOwnerAction", "Set release decision" ] }, { "role": "Legal", "context": "Quality Assurance + Compliance", "capabilities": [ "Co-sign retraction", "Handle DSAR" ] }, { "role": "Ops", "context": "AI Orchestration", "capabilities": [ "PublishPromptVersion", "Set confidence threshold" ] }, { "role": "Platform admin", "context": "Identity & Access", "capabilities": [ "Provision users", "Assign roles" ] } ], "audit_log_requirements": [ "Append-only", "Actor + tenant + timestamp + command + before/after hash", "PII scrubbed", "Exportable per tenant on request (DSAR support)" ] }, "observability": { "metrics": [ { "metric": "Reviewer-signed artifacts / week / tenant", "type": "business", "context": "Service Fulfillment", "why": "North star: repeatable value delivery", "target": "≥ contracted cadence", "alert_threshold": "< 80% of contracted cadence" }, { "metric": "AI draft acceptance rate", "type": "ai-quality", "context": "AI Orchestration", "why": "Signals grounding + prompt fit", "target": "≥ 70% by Phase 2", "alert_threshold": "< 50% weekly" }, { "metric": "Escalation rate", "type": "ai-quality", "context": "AI Orchestration", "why": "Guardrails firing correctly", "target": "5-15%", "alert_threshold": "> 30% weekly" }, { "metric": "Cycle time to signoff (p50 + p95)", "type": "operational", "context": "Quality Assurance", "why": "Reviewer throughput", "target": "p95 ≤ 5 business days", "alert_threshold": "> 5 business days" }, { "metric": "Signoff-to-retraction ratio", "type": "risk", "context": "Quality Assurance", "why": "Correctness signal", "target": "< 1%", "alert_threshold": "any retraction week-over-week" }, { "metric": "Delivery failure rate", "type": "reliability", "context": "Client Delivery & Success", "why": "Customer-facing reliability", "target": "< 0.5%", "alert_threshold": "> 1% daily" }, { "metric": "Owner-action open count", "type": "business", "context": "Compliance & Governance", "why": "Public-release readiness", "target": "0 for launched blueprints", "alert_threshold": "any blocker aging > 30 days" }, { "metric": "Model cost per artifact", "type": "financial", "context": "AI Orchestration", "why": "Margin control", "target": "≤ target per pricing model", "alert_threshold": "> 1.5× target" }, { "metric": "Cross-tenant retrieval violation attempts", "type": "risk", "context": "Knowledge Base", "why": "Security invariant", "target": "0", "alert_threshold": "any > 0" }, { "metric": "First-artifact time per tenant", "type": "customer", "context": "Client Onboarding & Profile", "why": "Activation", "target": "≤ 2 weeks", "alert_threshold": "> 4 weeks" } ], "dashboards": [ "Operator dashboard", "Reviewer queue", "Delivery health", "AI cost + escalation", "Compliance blockers" ], "audit_reports": [ "Per-tenant audit-log export", "Signature manifest export" ], "quality_review_reports": [ "Reviewer calibration report", "Escalation-outcome report" ], "ai_evaluation_reports": [ "Evaluator regression report", "Prompt-rollout diff" ], "client_outcome_reports": [ "Artifacts delivered", "Cycle time", "Retraction rate" ] }, "testing_strategy": { "tests": [ { "type": "Domain unit", "validates": "Aggregate invariants", "context": "all core contexts", "example": "CompletenessPackAggregate rejects deliver without signoff" }, { "type": "Aggregate invariant", "validates": "Consistency boundaries", "context": "Service Fulfillment / QA", "example": "Signed artifact is immutable" }, { "type": "Policy", "validates": "Reactive rules", "context": "AI Orchestration", "example": "Escalates below confidence threshold" }, { "type": "Specification", "validates": "Reusable rules", "context": "Compliance", "example": "ReleaseReadinessSpec blocks 'ready' with open owner actions" }, { "type": "Application use-case", "validates": "End-to-end command flow", "context": "Fulfillment + QA", "example": "Deliver signed artifact happy path" }, { "type": "Integration", "validates": "Adapter behavior", "context": "External Integrations", "example": "Stripe subscription webhook translates correctly" }, { "type": "Contract", "validates": "Published-language event schemas", "context": "cross-context", "example": "DraftProduced payload matches consumer expectations" }, { "type": "AI prompt eval", "validates": "Prompt quality vs golden dataset", "context": "AI Orchestration", "example": "Drafter accepts ≥ 40% in shadow mode" }, { "type": "RAG retrieval", "validates": "Tenant isolation + coverage", "context": "Knowledge Base", "example": "Cross-tenant lookup returns zero rows" }, { "type": "Golden dataset", "validates": "AI regression", "context": "AI Orchestration", "example": "No regression on past accepted artifacts" }, { "type": "Human review simulation", "validates": "Escalation UX", "context": "QA", "example": "Reviewer can complete signoff in ≤ 5 clicks" }, { "type": "End-to-end", "validates": "Critical path", "context": "all", "example": "Intake → signoff → delivery in staging" }, { "type": "Security", "validates": "Auth + RLS + injection defense", "context": "Identity + AI Orchestration", "example": "Prompt-injection payload is neutralized" }, { "type": "Regression", "validates": "No drift on prior fixes", "context": "all", "example": "Prior retraction bug does not reappear" } ], "critical_domain_rules": [ "No delivery without signoff", "No AI output without OutputValidator pass", "No retrieval outside tenant partition", "No public-release flip with open blockers" ], "ai_eval_dataset": [ "50 past reviewer-accepted artifacts per vertical (redacted)", "20 rejected drafts (ground truth for escalation)", "10 injection-payload cases" ], "regression_plan": "Every PR runs domain + policy + spec unit tests. Every prompt release runs Evaluator with regression gate. Weekly critical-path smoke test in staging.", "contract_testing_plan": "Published-language event schemas versioned in /shared/events; consumer tests run in CI against schema-version compatibility.", "manual_qa_checklist": [ "Signoff flow: signature captured + timestamp + hash", "Retraction flow: co-sign captured + customer notified", "Delivery flow: receipt archived", "DSAR flow: export completes end-to-end" ] }, "mvp_roadmap": [ { "phase": "Phase 0 — Manual workflow with instrumented capture", "goal": "Deliver one artifact end-to-end manually, capture every step as a domain event.", "features": [ "Manual intake form", "Evidence upload", "Human draft", "Reviewer signoff via signed form" ], "contexts": [ "Sales & Intake", "Service Fulfillment", "Quality Assurance" ], "ai_needs": [ "[PLACEHOLDER] owner to complete" ], "human_workflows": [ "Reviewer signoff" ], "data_needs": [ "pack order", "control evidence", "completeness pack" ], "integrations": [ "Email" ], "risks": [ "Un-audited manual step" ], "exit_criteria": [ "1 real artifact delivered + reviewer-signed" ] }, { "phase": "Phase 1 — AI-assisted drafting for internal use only", "goal": "Introduce Drafter Agent with reviewer gate; no customer-facing AI language.", "features": [ "Drafter Agent (internal)", "OutputValidator", "Escalation route" ], "contexts": [ "AI Orchestration", "Service Fulfillment" ], "ai_needs": [ "Drafter, Classifier" ], "human_workflows": [ "Escalation review" ], "data_needs": [ "AgentRun", "PromptVersion" ], "integrations": [ "frontier LLM providers" ], "risks": [ "Prompt injection", "Grounding drift" ], "exit_criteria": [ "AI draft acceptance rate ≥ 40% in shadow mode" ] }, { "phase": "Phase 2 — Operator dashboard + owner-action ledger", "goal": "Make the workflow legible + governable for the owner.", "features": [ "Operator dashboard", "Owner-action ledger", "Release-decision engine" ], "contexts": [ "Compliance & Governance" ], "ai_needs": [], "human_workflows": [ "Owner action resolution" ], "data_needs": [ "OwnerActionLedger" ], "integrations": [ "IdP" ], "risks": [ "Ungoverned public claims" ], "exit_criteria": [ "Release decisions computed from ledger" ] }, { "phase": "Phase 3 — Client delivery portal", "goal": "Give customers a portal to see status + receive artifacts.", "features": [ "Client portal", "Delivery adapter", "Revision workflow" ], "contexts": [ "Client Delivery & Success" ], "ai_needs": [], "human_workflows": [ "Success cadence" ], "data_needs": [ "Delivery" ], "integrations": [ "Email" ], "risks": [ "Silent delivery failure" ], "exit_criteria": [ "Delivery-failure alert within 1h" ] }, { "phase": "Phase 4 — Automated QA + reporting", "goal": "Wire metrics, retraction runbook, and evaluator agent.", "features": [ "Evaluator Agent", "Retraction workflow", "Dashboards" ], "contexts": [ "Analytics & Reporting", "Quality Assurance" ], "ai_needs": [ "Evaluator" ], "human_workflows": [ "Retraction co-sign" ], "data_needs": [ "Retraction" ], "integrations": [], "risks": [ "Vanity metrics" ], "exit_criteria": [ "North-star + guardrail metrics live" ] }, { "phase": "Phase 5 — Scale + optimization", "goal": "Reduce cost per artifact, increase reviewer throughput.", "features": [ "Prompt versioning UI", "Cost budgeting", "Multi-reviewer queue" ], "contexts": [ "AI Orchestration", "Quality Assurance" ], "ai_needs": [ "Cost meter" ], "human_workflows": [ "Multi-reviewer routing" ], "data_needs": [], "integrations": [], "risks": [ "Regression on rollout" ], "exit_criteria": [ "Model cost per artifact ≤ target" ] } ], "scaling_roadmap": [ { "stage": "≤ 5 tenants", "trigger": "Design-partner cohort", "architecture_change": "Single-region modular monolith + managed DB", "operational_change": "Founder-led ops; weekly working session", "risk": "Single-owner queue" }, { "stage": "5-25 tenants", "trigger": "First paid conversions", "architecture_change": "Extract heaviest module (AI Orchestration) behind an internal queue; keep monolith", "operational_change": "Named on-call rotation; SOC 2 Type I scoping", "risk": "Reviewer bottleneck" }, { "stage": "25-100 tenants", "trigger": "Multi-reviewer demand", "architecture_change": "Split AI Orchestration into its own service if throughput/isolation demands it; per-tenant retrieval sharding", "operational_change": "Dedicated success + prompt-ops roles", "risk": "Prompt version drift" }, { "stage": "100+ tenants", "trigger": "Enterprise + regulated segments", "architecture_change": "Regional deployments; per-region data residency; segregated compliance environments", "operational_change": "Dedicated SRE + compliance team; SOC 2 Type II + framework additions", "risk": "Compliance framework demand exceeds team capacity" } ], "risk_register": [ { "risk": "Brand counsel-facing claim proves incorrect", "likelihood": "medium", "impact": "severe", "signal": "See ProductBlueprintDNA / risk register for tuned early-warning signals", "mitigation": "Every claim linked to a cited source + reviewer signoff", "owner": "legal", "context": "Compliance & Governance" }, { "risk": "AI hallucination in a delivered artifact", "likelihood": "medium", "impact": "high", "signal": "See ProductBlueprintDNA / risk register for tuned early-warning signals", "mitigation": "Retrieval-first pipeline + structured output validation + reviewer gate", "owner": "engineering", "context": "AI Orchestration / Knowledge Base" }, { "risk": "Cross-tenant data leak", "likelihood": "low", "impact": "severe", "signal": "See ProductBlueprintDNA / risk register for tuned early-warning signals", "mitigation": "Row-level auth + per-tenant retrieval indices + log-scrubbing", "owner": "engineering", "context": "AI Orchestration / Knowledge Base" }, { "risk": "Design partner churns before contract", "likelihood": "medium", "impact": "high", "signal": "See ProductBlueprintDNA / risk register for tuned early-warning signals", "mitigation": "Weekly working-session cadence; documented value moments; owner-action ledger", "owner": "owner", "context": "Service Fulfillment" }, { "risk": "Compliance framework demand exceeds team capacity", "likelihood": "high", "impact": "high", "signal": "See ProductBlueprintDNA / risk register for tuned early-warning signals", "mitigation": "SOC 2 Type I year one; map controls once, evidence continuously", "owner": "ops", "context": "Compliance & Governance" }, { "risk": "Single-region outage takes production down", "likelihood": "low", "impact": "high", "signal": "See ProductBlueprintDNA / risk register for tuned early-warning signals", "mitigation": "Multi-AZ managed database; nightly cross-region backup", "owner": "engineering", "context": "Service Fulfillment" } ], "adrs": [ { "id": "ADR-001", "decision": "Architecture style", "status": "accepted", "context": "Single team, single regulated vertical per blueprint, evidence-linked workflow.", "options": [ "Modular monolith", "Microservices", "Serverless workflow", "No-code first" ], "chosen": "Modular monolith with event-driven internals", "business_reason": "Ship a defensible vertical slice with one team; avoid distributed-systems cost until scale forces it.", "technical_reason": "Deterministic transactions across aggregates; simpler ops; one deployable.", "tradeoffs": [ "May feel unsophisticated to enterprise reviewers", "Refactor cost if we later split" ], "risks": [ "Module boundaries erode without discipline" ], "revisit_trigger": "Any single module needs independent scaling or team boundary." }, { "id": "ADR-002", "decision": "Bounded context boundaries", "status": "accepted", "context": "Domain analysis above; distinct language groups for Fulfillment, AI Orchestration, QA, Compliance.", "options": [ "Contexts as above", "One big 'app' context", "Contexts split by UI page" ], "chosen": "Contexts as above (domain-derived)", "business_reason": "Protects the reviewer signoff invariant + owner-action ledger + evidence spine as first-class boundaries.", "technical_reason": "Aggregates align to consistency boundaries; ACLs contain external mess.", "tradeoffs": [ "More code organization discipline" ], "risks": [ "Team tries to bypass ACL for speed" ], "revisit_trigger": "New subdomain emerges (e.g., self-serve marketplace)." }, { "id": "ADR-003", "decision": "Database ownership", "status": "accepted", "context": "Modular monolith with shared Postgres; per-context schemas.", "options": [ "One shared schema", "Schema per context", "DB per context" ], "chosen": "Schema per context in shared Postgres, cross-context reads only via published projections.", "business_reason": "Keeps operational cost low; enforces boundaries without paying multi-DB tax.", "technical_reason": "RLS + schema separation gives ownership clarity.", "tradeoffs": [ "Discipline required to avoid cross-schema joins" ], "risks": [ "Bypass joins for speed" ], "revisit_trigger": "A context needs independent scaling or residency." }, { "id": "ADR-004", "decision": "AI orchestration strategy", "status": "accepted", "context": "Retrieval-first with structured-output validation + human gate.", "options": [ "Open-ended chat", "Retrieval-first + validated", "Autonomous multi-agent" ], "chosen": "Retrieval-first + structured validation + reviewer gate", "business_reason": "Grounding + defensibility are the paid outcome.", "technical_reason": "OutputValidator gives a hard boundary before drafts leave AI Orchestration.", "tradeoffs": [ "Slower than agentic chat" ], "risks": [ "Prompt version regression" ], "revisit_trigger": "Evaluator shows a step-function accuracy gain from a new pattern." }, { "id": "ADR-005", "decision": "Human review strategy", "status": "accepted", "context": "Regulated vertical; brand + legal risk on wrong outputs.", "options": [ "No human review (fully automated)", "Sampling review", "Every-artifact review" ], "chosen": "Every-artifact review by named licensed reviewer", "business_reason": "Signoff is the trust primitive.", "technical_reason": "Signature bound to session; append-only log.", "tradeoffs": [ "Reviewer throughput becomes the bottleneck" ], "risks": [ "Reviewer burnout" ], "revisit_trigger": "Sustained low retraction rate + brand counsel acceptance." }, { "id": "ADR-006", "decision": "Integration strategy", "status": "accepted", "context": "External systems: brand management software, claim-evidence vendor formats, Airtable intake tracker, ...", "options": [ "Direct API coupling", "Anti-corruption layer per system", "Middleware bus (Zapier/n8n)" ], "chosen": "Anti-corruption layer per system, owned by External Integrations context", "business_reason": "External schemas must never leak into the core.", "technical_reason": "Adapters translate + validate; upstream break contained.", "tradeoffs": [ "More code than direct coupling" ], "risks": [ "Adapter lag on upstream change" ], "revisit_trigger": "External system stability changes materially." }, { "id": "ADR-007", "decision": "Modular monolith vs microservices", "status": "accepted", "context": "Same as ADR-001.", "options": [ "Monolith", "Microservices" ], "chosen": "Monolith", "business_reason": "Team size and scale do not justify microservices cost.", "technical_reason": "Distributed transactions across signoff/delivery would be a nightmare early.", "tradeoffs": [ "Refactor cost later" ], "risks": [ "Cultural expectation drift" ], "revisit_trigger": "See ADR-001." }, { "id": "ADR-008", "decision": "Build vs buy for generic subdomains", "status": "accepted", "context": "Billing, Identity, IdP, email.", "options": [ "Build all", "Buy generics" ], "chosen": "Buy generics (Stripe, IdP, transactional email)", "business_reason": "Do not spend core-domain hours on solved categories.", "technical_reason": "Standard SDKs + well-documented failure modes.", "tradeoffs": [ "Vendor risk" ], "risks": [ "Vendor lock-in" ], "revisit_trigger": "Cost or reliability materially degrades." } ], "self_audit": { "scores": [ { "category": "Domain accuracy", "score": 8, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Ubiquitous language quality", "score": 8, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Subdomain classification quality", "score": 8, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Bounded context clarity", "score": 9, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Core domain focus", "score": 9, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Context map quality", "score": 8, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Aggregate design quality", "score": 8, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Invariant quality", "score": 9, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "AI-agent responsibility design", "score": 9, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Human review safety", "score": 9, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Data ownership clarity", "score": 8, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Integration protection", "score": 8, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Implementation feasibility", "score": 8, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Scalability", "score": 7, "weakness": "Single-region; single-reviewer bottleneck; monolith split not planned.", "improvement": "Add per-tenant AI queue + multi-reviewer routing at Phase 2." }, { "category": "Security and compliance", "score": 7, "weakness": "High-trust vertical needs Type II mapping and per-brand controls earlier.", "improvement": "Map controls at Phase 1; commit to Type II by Phase 3." }, { "category": "Testing strategy", "score": 8, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." }, { "category": "Operational realism", "score": 7, "weakness": "Founder-led ops assumed through Phase 2; brittle to key-person absence.", "improvement": "Document runbooks; cross-train success + prompt-ops role by Phase 2." }, { "category": "MVP practicality", "score": 9, "weakness": "None material at this stage.", "improvement": "Maintain the current standard; re-audit after the first pilots land real data." } ], "weakest_parts": [ "Scalability plan assumes single reviewer per tenant through Phase 2", "Operational realism depends on founder-led ops", "Compliance framework depth for Type II" ], "biggest_assumptions": [ "The target audience will pay for evidence-linked, human-reviewed outputs over unverified AI generation.", "The workflow can be reconstructed from an owner-supplied evidence pack within one week per design partner.", "The vertical tolerates AI-assisted drafts when human review is explicit and audit-traceable." ], "highest_risk_decisions": [ "Modular monolith (ADR-001)", "Every-artifact reviewer signoff (ADR-005)", "Anti-corruption layer per external system (ADR-006)" ], "needs_domain_expert": [ "AB 1305 Disclosure Analyst to validate signoff workflow ergonomics", "Vertical SME on control evidence taxonomy" ], "needs_legal": [ "Retraction workflow language", "DSAR SLA + brand counsel-response runbook", "Public-claim policy for microsite content" ], "needs_prototype": [ "Drafter Agent accuracy on 20-case golden dataset", "Reviewer signoff UX end-to-end in ≤ 5 minutes per artifact", "Per-tenant retrieval isolation test" ], "validate_before_prod": [ "Named licensed reviewer + engagement letter on file", "Owner-action ledger populated per launch tenant", "OutputValidator false-negative rate acceptable", "Delivery failure alert path tested" ] }, "final_recommendations": [ "Ship a modular-monolith, evidence-linked, reviewer-gated vertical slice for GreenClaimDesk. Preserve the invariant that no completeness pack leaves the system without AB 1305 Disclosure Analyst signoff. Do not launch commercially until owner-action facts close and at least one reviewer-signed completeness pack is delivered.", "Do NOT default to microservices. Extract a module only when a specific pressure demands it.", "Do NOT allow AI outputs to leave AI Orchestration without OutputValidator pass and citation coverage.", "Do NOT ship any public claim on the GreenClaimDesk microsite while owner actions are open.", "Do NOT store roles on user/profile tables; use a dedicated roles table with server-side checks + RLS.", "DO wire the north-star + guardrail metrics before Phase 2 launch.", "DO capture every state transition as an append-only domain event; the audit trail is the product." ], "extensions": { "service_business_reality_check": { "is_service_business": true, "paid_outcome_clear": true, "workflow_present": true, "ai_native_fit_score": 8, "red_flags": [ "[PLACEHOLDER] owner to complete" ] }, "ai_native_fit": { "score": 8, "why": "Evidence-linked drafting + confidence-scored escalation is only economical with bounded AI orchestration. Pure-manual = uneconomic; pure-automated = undefensible.", "disqualifiers": [ "High-trust vertical: cannot ship without licensed reviewer signoff" ] }, "domain_evidence_register": [ { "claim": "GreenClaimDesk paid outcome is a reviewer-signed artifact", "evidence_type": "primary", "source": "Business Understanding + subdomain 'Service Fulfillment'", "strength": "strong", "gaps": "Confirm with 3 design-partner interviews" }, { "claim": "Reviewer signoff is legally / commercially required for defensibility", "evidence_type": "primary", "source": "Vertical shape + brand counsel archetype", "strength": "strong", "gaps": "Vertical-specific attestation standard citation" }, { "claim": "AI drafting materially reduces cycle time vs. pure manual", "evidence_type": "assumed", "source": "Category benchmark", "strength": "medium", "gaps": "Measure on internal golden dataset" }, { "claim": "Customer will supply structured intake within SLA", "evidence_type": "assumed", "source": "Prospect conversations (unverified)", "strength": "weak", "gaps": "Run 5 intake dry-runs with design partners" }, { "claim": "Per-tenant retrieval isolation prevents cross-tenant leakage", "evidence_type": "primary", "source": "Architecture (Knowledge Base context)", "strength": "strong", "gaps": "Add automated cross-tenant lookup test" }, { "claim": "Owner-action ledger blocks premature public release", "evidence_type": "primary", "source": "Compliance & Governance context invariants", "strength": "strong", "gaps": "None" }, { "claim": "Model + prompt versioning enables reproducible outputs", "evidence_type": "primary", "source": "AI Orchestration context", "strength": "strong", "gaps": "Evaluator regression thresholds not yet baselined" }, { "claim": "Cycle-time reduction supports premium pricing", "evidence_type": "assumed", "source": "Pricing hypothesis", "strength": "medium", "gaps": "Test with 3 pricing conversations" } ], "assumption_register": [ { "assumption": "The target audience will pay for evidence-linked, human-reviewed outputs over unverified AI generation.", "impact_if_wrong": "high", "how_to_validate": "Design-partner interview + measurement", "blocking": true }, { "assumption": "The workflow can be reconstructed from an owner-supplied evidence pack within one week per design partner.", "impact_if_wrong": "high", "how_to_validate": "Design-partner interview + measurement", "blocking": true }, { "assumption": "The vertical tolerates AI-assisted drafts when human review is explicit and audit-traceable.", "impact_if_wrong": "high", "how_to_validate": "Design-partner interview + measurement", "blocking": false }, { "assumption": "Single-tenant per customer is not required for the first cohort — logical isolation with row-level auth is acceptable.", "impact_if_wrong": "medium", "how_to_validate": "Instrument metric + review after Phase 1", "blocking": false }, { "assumption": "Manifest-backed blueprint reflects real customer workflow, not a synthetic scenario.", "impact_if_wrong": "medium", "how_to_validate": "Instrument metric + review after Phase 1", "blocking": false }, { "assumption": "A licensed reviewer can be sourced and retained for this vertical", "impact_if_wrong": "severe", "how_to_validate": "Recruit + sign engagement letter before commercial launch", "blocking": true }, { "assumption": "External systems expose stable APIs with predictable failure modes", "impact_if_wrong": "medium", "how_to_validate": "Adapter contract tests + failure-injection", "blocking": false } ], "language_conflict_map": [ { "term": "Engagement", "meaning_a": "A signed billing contract", "context_a": "Billing & Revenue", "meaning_b": "An accepted unit of intake work", "context_b": "Sales & Intake", "resolution": "Billing owns 'Engagement'; Fulfillment uses vertical-specific intake noun." }, { "term": "Approval", "meaning_a": "Customer accepts a delivered draft", "context_a": "Client Delivery", "meaning_b": "Reviewer signs an artifact", "context_b": "Quality Assurance", "resolution": "QA uses 'Signoff'; Delivery uses 'Customer approval'." }, { "term": "Confidence", "meaning_a": "Model-assigned probability", "context_a": "AI Orchestration", "meaning_b": "Human legal/clinical confidence", "context_b": "Quality Assurance", "resolution": "Never conflate; always qualify (model_confidence vs reviewer_confidence)." } ], "build_buy_integrate": [ { "subdomain": "Service Fulfillment (evidence-linked drafting + review)", "decision": "build", "reason": "This is what customers pay for and what counsel and Compliance Owners inspect." }, { "subdomain": "AI Orchestration (bounded agents + retrieval)", "decision": "build", "reason": "The AI-native competitive edge lives here; misuse here creates every high-severity risk." }, { "subdomain": "Quality Assurance (reviewer signoff + retraction)", "decision": "build", "reason": "Signoff is the trust primitive of the whole business." }, { "subdomain": "Sales & Intake", "decision": "build", "reason": "Feeds Fulfillment; not the differentiator, but if broken, nothing else runs." }, { "subdomain": "Client Onboarding & Profile", "decision": "build", "reason": "One-time high-touch step per customer." }, { "subdomain": "Client Delivery & Success", "decision": "build", "reason": "Customer-visible surface; drives retention." }, { "subdomain": "Compliance & Governance", "decision": "build", "reason": "Cross-cuts every context; owns 'can we publicly claim this?'." }, { "subdomain": "Billing & Revenue", "decision": "buy", "reason": "Solved category; do not build." }, { "subdomain": "Identity & Access", "decision": "integrate", "reason": "Solved category." }, { "subdomain": "Knowledge Base & Retrieval", "decision": "build", "reason": "Feeds AI Orchestration; poor retrieval = poor drafts." }, { "subdomain": "Analytics & Reporting", "decision": "build", "reason": "Drives every operational decision." }, { "subdomain": "External Integrations (Anti-Corruption Layer)", "decision": "build", "reason": "External schemas must never leak into the core." } ], "core_protection_strategy": [ "Core contexts (Service Fulfillment, AI Orchestration, Quality Assurance) staffed before any generic subdomain work.", "Any change to a core aggregate requires a paired ADR + invariant test.", "Generic subdomains (Billing, Identity) are bought or integrated; never built in-house without a killer reason.", "Prompt-version rollout to core agents gated on Evaluator regression run.", "No feature flag may bypass the reviewer-signoff invariant." ], "boundary_stress_tests": [ { "scenario": "Customer requests changes to a delivered artifact", "contexts_touched": [ "Client Delivery", "Service Fulfillment", "Quality Assurance" ], "breaks_if": "Revision creates a new draft without re-triggering signoff", "verdict": "holds" }, { "scenario": "Reviewer identity changes mid-engagement", "contexts_touched": [ "Client Onboarding", "Quality Assurance" ], "breaks_if": "QA cached reviewer identity locally", "verdict": "adjust" }, { "scenario": "External brand counsel issues a new pack order", "contexts_touched": [ "Compliance & Governance", "Knowledge Base" ], "breaks_if": "Retrieval index not reindexed within SLA", "verdict": "holds" }, { "scenario": "Owner marks an action resolved that is actually not", "contexts_touched": [ "Compliance & Governance" ], "breaks_if": "No re-verification step before release-decision flips", "verdict": "adjust" }, { "scenario": "AI produces high-confidence draft with wrong citation", "contexts_touched": [ "AI Orchestration", "Quality Assurance" ], "breaks_if": "OutputValidator does not check citation-to-claim linkage", "verdict": "holds" } ], "unresolved_ownership": [ { "concept": "Reviewer engagement letter", "candidates": [ "Client Onboarding", "Quality Assurance" ], "recommendation": "Own in Client Onboarding; QA references by id." }, { "concept": "Public claim / marketing site content", "candidates": [ "Compliance & Governance", "Client Delivery" ], "recommendation": "Compliance owns the release-decision; Delivery renders." }, { "concept": "Model + prompt cost attribution", "candidates": [ "AI Orchestration", "Billing & Revenue" ], "recommendation": "AI Orchestration owns raw run cost; Billing consumes rolled-up projections." } ], "published_language_contracts": [ { "producer": "Sales & Intake", "consumer": "Service Fulfillment", "contract": "EngagementAccepted", "versioning": "SemVer on event schema; consumer contract tests in CI." }, { "producer": "Service Fulfillment", "consumer": "Quality Assurance", "contract": "DraftReady, ArtifactSigned", "versioning": "SemVer on event schema; consumer contract tests in CI." }, { "producer": "AI Orchestration", "consumer": "Service Fulfillment", "contract": "DraftProduced, EscalationRaised", "versioning": "SemVer on event schema; consumer contract tests in CI." }, { "producer": "Knowledge Base & Retrieval", "consumer": "AI Orchestration", "contract": "DocIngested, IndexRebuilt", "versioning": "SemVer on event schema; consumer contract tests in CI." }, { "producer": "Client Onboarding & Profile", "consumer": "Service Fulfillment", "contract": "TenantProvisioned, ReviewerRegistered", "versioning": "SemVer on event schema; consumer contract tests in CI." }, { "producer": "Service Fulfillment", "consumer": "Client Delivery & Success", "contract": "ArtifactDelivered, DeliveryConfirmed", "versioning": "SemVer on event schema; consumer contract tests in CI." }, { "producer": "Quality Assurance", "consumer": "Compliance & Governance", "contract": "RetractionFiled", "versioning": "SemVer on event schema; consumer contract tests in CI." }, { "producer": "Client Delivery & Success", "consumer": "Billing & Revenue", "contract": "DeliveryConfirmed", "versioning": "SemVer on event schema; consumer contract tests in CI." } ], "shared_kernel_warnings": [ "Shared kernel must remain small: Ids, Money, Tenant, Actor. Adding a domain concept here couples every context.", "Never share aggregates across contexts via shared kernel — publish an event or expose an application service.", "Any addition to /shared requires 2-context approval to prevent silent coupling." ], "aggregate_stress_tests": [ { "aggregate": "PackOrderAggregate", "scenario": "Concurrent command on PackOrderAggregate", "invariant_at_risk": "Every claim in a delivered artifact cites evidence", "verdict": "holds" }, { "aggregate": "CompletenessPackAggregate", "scenario": "Concurrent command on CompletenessPackAggregate", "invariant_at_risk": "A completeness pack cannot be delivered without a valid Signoff", "verdict": "holds" }, { "aggregate": "SignoffAggregate", "scenario": "Concurrent command on SignoffAggregate", "invariant_at_risk": "Signature bound to a live authenticated session, not a form field", "verdict": "holds" }, { "aggregate": "RetractionAggregate", "scenario": "Concurrent command on RetractionAggregate", "invariant_at_risk": "A retraction requires Legal + Reviewer co-signature", "verdict": "holds" }, { "aggregate": "AgentRunAggregate", "scenario": "Concurrent command on AgentRunAggregate", "invariant_at_risk": "No output emitted without OutputValidator pass", "verdict": "holds" } ], "agent_stress_tests": [ { "agent": "Drafter Agent", "scenario": "Malformed / adversarial input to Drafter Agent", "failure_mode": "Prompt injection", "guardrail": "Structured-output schema", "verdict": "holds" }, { "agent": "Classifier Agent", "scenario": "Malformed / adversarial input to Classifier Agent", "failure_mode": "Wrong route → wrong reviewer", "guardrail": "Structured-output schema", "verdict": "holds" }, { "agent": "Evaluator Agent", "scenario": "Malformed / adversarial input to Evaluator Agent", "failure_mode": "Overfit to golden dataset", "guardrail": "Regression thresholds", "verdict": "holds" } ], "regulated_domain_handling": [ { "regime": "California AB 1305 (Cal. Health & Safety Code §§44475-44475.3) (Health & Safety Code §§44475-44475.3)", "applies_because": "Packs draft statutory consumer disclosures that condition the Compliance Owner’s §44475.3(a) assessment authority", "controls": [ "Cited pack order per claim", "Compliance-officer signoff" ], "evidence_required": [ "PackOrder-to-control map", "Disclosure receipts" ] } ], "unit_economics": { "price_model": "Fixed fee per completeness pack + seasonal portfolio retainer", "unit_of_value": "Reviewer-signed ab1305-vcm-disclosure-engine artifact", "gross_margin_pct": 65, "cost_drivers": [ "Reviewer hours per artifact", "AI model + retrieval cost", "External API + delivery cost", "Support + success" ], "breakeven_note": "Breakeven depends on analyst throughput and extraction acceptance; target 45–60 analyst minutes per pack by day 90 (blueprint band), 55–65% firm gross margin by year 1." }, "margin_leakage_map": [ { "leakage": "Reviewer over-editing AI drafts", "cause": "Low AI acceptance rate", "impact": "high", "mitigation": "Evaluator regression + prompt-owner accountability" }, { "leakage": "External API retries without backoff", "cause": "Poor adapter design", "impact": "medium", "mitigation": "Exponential backoff + circuit breaker" }, { "leakage": "Cross-tenant retrieval scan cost", "cause": "Missing partitioning", "impact": "high", "mitigation": "Per-tenant index partitions" }, { "leakage": "Silent delivery failure absorbing support time", "cause": "No adapter receipts", "impact": "medium", "mitigation": "Adapter receipts + 1h SLA alert" } ], "slop_findings": [ { "pattern": "generic 'dashboard'-only value prop", "status": "clean", "note": "Value prop is reviewer-signed artifact, not a dashboard." }, { "pattern": "AI-as-magic", "status": "clean", "note": "AI is bounded to drafting + validation; humans own signoff." }, { "pattern": "blockchain", "status": "clean", "note": "No blockchain-as-hype in derivation." }, { "pattern": "agent-first (agents replace humans)", "status": "clean", "note": "Every agent has forbidden actions + human escalation." }, { "pattern": "microservices by default", "status": "clean", "note": "ADR-001 chose modular monolith." }, { "pattern": "everything-is-core", "status": "clean", "note": "Generic subdomains explicitly marked buy/integrate." } ], "drift_checks": [ { "stage": "Business Truth Discovery", "status": "pass", "findings": [ "[PLACEHOLDER] owner to complete" ] }, { "stage": "Ubiquitous Language", "status": "pass", "findings": [] }, { "stage": "Strategic Subdomains", "status": "pass", "findings": [] }, { "stage": "Bounded Contexts", "status": "pass", "findings": [] }, { "stage": "Context Mapping", "status": "pass", "findings": [] }, { "stage": "Event Storming", "status": "pass", "findings": [] }, { "stage": "Commands/Events/Policies", "status": "pass", "findings": [] }, { "stage": "Tactical Model", "status": "pass", "findings": [] }, { "stage": "AI-Native Ops", "status": "pass", "findings": [] }, { "stage": "Human-in-the-Loop", "status": "pass", "findings": [] }, { "stage": "Evidence + Compliance", "status": "pass", "findings": [] }, { "stage": "Data Ownership", "status": "pass", "findings": [] }, { "stage": "Integration", "status": "pass", "findings": [] }, { "stage": "Application Use Cases", "status": "pass", "findings": [] }, { "stage": "Outcome Economics", "status": "pass", "findings": [] }, { "stage": "Technical Architecture", "status": "pass", "findings": [] }, { "stage": "Security + Governance", "status": "pass", "findings": [] }, { "stage": "Testing", "status": "pass", "findings": [] }, { "stage": "MVP Roadmap", "status": "pass", "findings": [] }, { "stage": "Scaling", "status": "pass", "findings": [] }, { "stage": "Risk", "status": "pass", "findings": [] }, { "stage": "ADRs", "status": "pass", "findings": [] }, { "stage": "Foundry Package", "status": "pass", "findings": [] }, { "stage": "Contradiction Scan", "status": "pass", "findings": [] }, { "stage": "Self-Audit", "status": "pass", "findings": [] } ], "gates": [ { "id": "domain", "title": "Domain Clarity", "passed": true, "checks": [ { "name": "Paid outcome present", "ok": true, "evidence": "business_understanding.paid_outcome" }, { "name": "≥3 actors identified", "ok": true, "evidence": "5 actors" } ] }, { "id": "core", "title": "Core Domain", "passed": true, "checks": [ { "name": "At least one core subdomain", "ok": true, "evidence": "Service Fulfillment (evidence-linked drafting + review), AI Orchestration (bounded agents + retrieval), Quality Assurance (reviewer signoff + retraction)" } ] }, { "id": "boundary", "title": "Boundary", "passed": true, "checks": [ { "name": "≥4 bounded contexts", "ok": true, "evidence": "11 contexts" }, { "name": "Every context has owned language", "ok": true, "evidence": "all populated" } ] }, { "id": "invariant", "title": "Invariant", "passed": true, "checks": [ { "name": "≥4 business invariants", "ok": true, "evidence": "9 invariants" } ] }, { "id": "ai-safety", "title": "AI Safety", "passed": true, "checks": [ { "name": "Every agent has forbidden actions", "ok": true, "evidence": "yes" }, { "name": "Every agent has escalation triggers", "ok": true, "evidence": "yes" } ] }, { "id": "buildability", "title": "Buildability", "passed": true, "checks": [ { "name": "MVP roadmap ≥2 phases", "ok": true, "evidence": "6 phases" } ] }, { "id": "anti-slop", "title": "Anti-Slop", "passed": true, "checks": [ { "name": "No slop patterns", "ok": true, "evidence": "slop_findings all clean/warn" }, { "name": "No failing contradictions", "ok": true, "evidence": "8 findings" } ] } ], "contradiction_scan": [ { "id": "INV-AGG-SignoffAggregate + RetractionAggregate", "severity": "warn", "message": "Invariant references aggregate 'SignoffAggregate + RetractionAggregate' not defined", "refs": [ "SignoffAggregate + RetractionAggregate" ] }, { "id": "INV-AGG-IndexShardAggregate", "severity": "warn", "message": "Invariant references aggregate 'IndexShardAggregate' not defined", "refs": [ "IndexShardAggregate" ] }, { "id": "INV-AGG-UserAggregate", "severity": "warn", "message": "Invariant references aggregate 'UserAggregate' not defined", "refs": [ "UserAggregate" ] }, { "id": "CMD-EVT-OpenIntake-IntakeRejected", "severity": "info", "message": "Command OpenIntake references event 'IntakeRejected' not present in domain_events", "refs": [ "OpenIntake", "IntakeRejected" ] }, { "id": "CMD-EVT-AttachEvidence-EvidenceRejected", "severity": "info", "message": "Command AttachEvidence references event 'EvidenceRejected' not present in domain_events", "refs": [ "AttachEvidence", "EvidenceRejected" ] }, { "id": "CMD-EVT-DeliverCompletenessPack-DeliveryFailed", "severity": "info", "message": "Command DeliverCompletenessPack references event 'DeliveryFailed' not present in domain_events", "refs": [ "DeliverCompletenessPack", "DeliveryFailed" ] }, { "id": "CMD-EVT-ResolveOwnerAction-OwnerActionRejected", "severity": "info", "message": "Command ResolveOwnerAction references event 'OwnerActionRejected' not present in domain_events", "refs": [ "ResolveOwnerAction", "OwnerActionRejected" ] }, { "id": "CMD-EVT-FileRetraction-RetractionRejected", "severity": "info", "message": "Command FileRetraction references event 'RetractionRejected' not present in domain_events", "refs": [ "FileRetraction", "RetractionRejected" ] } ], "rubric": { "categories": [ { "category": "Domain accuracy", "score": 8, "min": 7, "passed": true }, { "category": "Ubiquitous language quality", "score": 8, "min": 7, "passed": true }, { "category": "Subdomain classification quality", "score": 8, "min": 7, "passed": true }, { "category": "Bounded context clarity", "score": 9, "min": 7, "passed": true }, { "category": "Core domain focus", "score": 9, "min": 7, "passed": true }, { "category": "Context map quality", "score": 8, "min": 7, "passed": true }, { "category": "Aggregate design quality", "score": 8, "min": 7, "passed": true }, { "category": "Invariant quality", "score": 9, "min": 7, "passed": true }, { "category": "AI-agent responsibility design", "score": 9, "min": 7, "passed": true }, { "category": "Human review safety", "score": 9, "min": 7, "passed": true }, { "category": "Data ownership clarity", "score": 8, "min": 7, "passed": true }, { "category": "Integration protection", "score": 8, "min": 7, "passed": true }, { "category": "Implementation feasibility", "score": 8, "min": 7, "passed": true }, { "category": "Scalability", "score": 7, "min": 7, "passed": true }, { "category": "Security and compliance", "score": 7, "min": 7, "passed": true }, { "category": "Testing strategy", "score": 8, "min": 7, "passed": true }, { "category": "Operational realism", "score": 7, "min": 7, "passed": true }, { "category": "MVP practicality", "score": 9, "min": 7, "passed": true } ], "pass": true, "average": 8.2 }, "foundry_package": { "version": "1.0.0", "checksum": "bec1171d", "counts": { "subdomains": 12, "bounded_contexts": 11, "aggregates": 8, "events": 8, "commands": 7, "policies": 5, "ai_agents": 3, "invariants": 9, "integrations": 4, "adrs": 8 }, "subset": { "subdomains": [ "Service Fulfillment (evidence-linked drafting + review)", "AI Orchestration (bounded agents + retrieval)", "Quality Assurance (reviewer signoff + retraction)", "Sales & Intake", "Client Onboarding & Profile", "Client Delivery & Success", "Compliance & Governance", "Billing & Revenue", "Identity & Access", "Knowledge Base & Retrieval", "Analytics & Reporting", "External Integrations (Anti-Corruption Layer)" ], "bounded_contexts": [ "Service Fulfillment", "AI Orchestration", "Quality Assurance", "Compliance & Governance", "Sales & Intake", "Client Onboarding & Profile", "Client Delivery & Success", "Knowledge Base & Retrieval", "Billing & Revenue", "Identity & Access", "Analytics & Reporting" ], "aggregates": [ "PackOrderAggregate", "CompletenessPackAggregate", "SignoffAggregate", "RetractionAggregate", "AgentRunAggregate", "OwnerActionLedgerAggregate", "TenantAggregate", "DeliveryAggregate" ], "events": [ "packOrderAccepted", "EvidenceCollected", "DraftReady", "EscalationRaised", "ReviewerSigned", "ArtifactDelivered", "OwnerActionResolved", "RetractionFiled" ], "commands": [ "OpenIntake", "AttachEvidence", "StartAgentRun", "ApproveArtifact", "DeliverCompletenessPack", "ResolveOwnerAction", "FileRetraction" ], "policies": [ "Auto-request signoff on coverage complete", "Escalate on low confidence", "Block delivery on open compliance blocker", "Retract on material finding", "Alert on delivery failure" ], "ai_agents": [ "Drafter Agent", "Classifier Agent", "Evaluator Agent" ], "invariants": [ "A completeness pack cannot be delivered without a valid Reviewer signoff.", "Every claim in a delivered artifact cites at least one evidence item.", "A signature is bound to a live authenticated session, not a form field.", "Signed artifacts are immutable; corrections go through Retraction.", "No AI output leaves AI Orchestration without OutputValidator pass.", "Retrieval is scoped to a single tenant partition per call.", "Release cannot flip to 'ready' with open blocking owner actions.", "Every tenant has at least one named reviewer with valid credential.", "Roles are stored in a dedicated table and checked server-side." ], "integrations": [ "brand website & marketing platforms (Webflow / WordPress / Shopify / HubSpot)", "Carbon offset registry formats (major + regional registries)", "Airtable intake tracker + Drive folder tree", "Frontier LLM APIs (provider-portable)" ], "adrs": [ "ADR-001", "ADR-002", "ADR-003", "ADR-004", "ADR-005", "ADR-006", "ADR-007", "ADR-008" ] } } } }, "ddd_coverage": { "slug": "ab1305-vcm-disclosure-engine", "total": 20, "passed": 20, "pct": 100, "checks": [ { "key": "actors", "label": "Actors", "count": 5, "min": 3, "ok": true, "gate": "domain", "unblock": "Not needed — check passes at current counts." }, { "key": "glossary", "label": "Glossary", "count": 8, "min": 6, "ok": true, "gate": "domain", "unblock": "Not needed — check passes at current counts." }, { "key": "decisions", "label": "Business decisions", "count": 5, "min": 4, "ok": true, "gate": "domain", "unblock": "Not needed — check passes at current counts." }, { "key": "events", "label": "Domain events", "count": 8, "min": 6, "ok": true, "gate": "domain", "unblock": "Not needed — check passes at current counts." }, { "key": "subdomains", "label": "Subdomains", "count": 12, "min": 8, "ok": true, "gate": "core", "unblock": "Not needed — check passes at current counts." }, { "key": "bcs", "label": "Bounded contexts", "count": 11, "min": 4, "ok": true, "gate": "boundary", "unblock": "Not needed — check passes at current counts." }, { "key": "ctx_map", "label": "Context map", "count": 11, "min": 3, "ok": true, "gate": "boundary", "unblock": "Not needed — check passes at current counts." }, { "key": "event_storm", "label": "Event storm rows", "count": 13, "min": 6, "ok": true, "gate": "boundary", "unblock": "Not needed — check passes at current counts." }, { "key": "aggregates", "label": "Aggregates", "count": 8, "min": 3, "ok": true, "gate": "invariant", "unblock": "Not needed — check passes at current counts." }, { "key": "invariants", "label": "Invariants", "count": 9, "min": 4, "ok": true, "gate": "invariant", "unblock": "Not needed — check passes at current counts." }, { "key": "ai_agents", "label": "AI agents", "count": 3, "min": 2, "ok": true, "gate": "ai-safety", "unblock": "Not needed — check passes at current counts." }, { "key": "use_cases", "label": "Use cases", "count": 3, "min": 3, "ok": true, "gate": "buildability", "unblock": "Not needed — check passes at current counts." }, { "key": "evidence_reg", "label": "Evidence register", "count": 8, "min": 5, "ok": true, "gate": "domain", "unblock": "Attach or verify a domain-evidence claim (source + strength)." }, { "key": "assumptions", "label": "Assumption register", "count": 7, "min": 4, "ok": true, "gate": "domain", "unblock": "Log and validate a blocking assumption in the evidence register." }, { "key": "stress_boundary", "label": "Boundary stress tests", "count": 5, "min": 3, "ok": true, "gate": "boundary", "unblock": "Resolve an unresolved-ownership scenario before wiring boundary evidence." }, { "key": "stress_agg", "label": "Aggregate stress tests", "count": 5, "min": 3, "ok": true, "gate": "invariant", "unblock": "Add or verify an aggregate invariant enforcement test." }, { "key": "stress_agent", "label": "Agent stress tests", "count": 3, "min": 2, "ok": true, "gate": "ai-safety", "unblock": "Attach an AI-safety guardrail evidence item for the agent." }, { "key": "gates_pass", "label": "Hard gates passing", "count": 7, "min": 7, "ok": true, "unblock": "One or more hard gates are failing — see failing gates below." }, { "key": "rubric", "label": "Extended rubric pass", "count": 1, "min": 1, "ok": true, "gate": "buildability", "unblock": "Raise weakest rubric category by attaching evidence for the linked concern." }, { "key": "foundry", "label": "Foundry package", "count": 11, "min": 4, "ok": true, "gate": "buildability", "unblock": "Foundry package under-populated — regenerate blueprint via GitHub sync." } ], "failingGates": [ "[PLACEHOLDER] owner to complete" ] }, "architecture": { "slug": "ab1305-vcm-disclosure-engine", "archetypes": [ "regulated system", "CRUD/workflow application", "internal operations platform" ], "archetype_impact": "Per-brand scope is a global query parameter — every read/write is scoped by brand + pack order window, not just tenant.", "personality": [ "workflow-heavy", "cost-sensitive", "highly regulated", "highly secure" ], "forces_ranked": [ { "force": "compliance", "why": "Regulated verticals gate release; the architecture must prove, not assert, compliance." }, { "force": "auditability", "why": "Every release decision, every evidence toggle, must be defensible in review." }, { "force": "reliability", "why": "A broken blueprint is a broken release gate — availability is a product feature." }, { "force": "data integrity", "why": "Evidence is the product; a corrupted citation is a shipped defect." }, { "force": "maintainability", "why": "One team maintains dozens of blueprints; the shape must be identical across them." } ], "tradeoffs": [ "Prioritizing auditability slows raw throughput — accepted; the product IS the audit trail.", "Choosing a modular monolith trades independent scaling for a single deploy story — accepted while the team is small.", "Using managed Cloud primitives trades some portability for zero ops — accepted; data is portable, runtime is not the moat." ], "quality_scenarios": [ { "attribute": "Performance (interactive p95)", "target": "600 ms on Blueprint detail routes", "assumption": "Measured from Cloud edge, warm cache." }, { "attribute": "Availability", "target": "99.5% (with disclosure-window freeze protection)", "assumption": "Rolling 30-day window; excludes announced maintenance." }, { "attribute": "RTO", "target": "24h" }, { "attribute": "RPO", "target": "24h (daily backups)" }, { "attribute": "Latency (edge function warm)", "target": "≤ 800ms p95 excluding upstream AI calls" }, { "attribute": "Data durability", "target": "11 nines via managed Postgres + storage replication" }, { "attribute": "Security", "target": "OWASP ASVS L1 baseline" }, { "attribute": "Auditability", "target": "100% of release decisions + evidence toggles logged with actor + timestamp" }, { "attribute": "Maintainability", "target": "New blueprint reaches validation-microsite state in ≤ 1 working session" }, { "attribute": "Deployment frequency", "target": "≥ 5 deploys/week without incident" }, { "attribute": "Observability", "target": "Every edge function emits correlationId; retries + phases visible in diagnostics drawer" }, { "attribute": "Cost envelope", "target": "Idle per-blueprint cost ≈ $0; active < $5/month at MVP traffic" }, { "attribute": "Scalability", "target": "Horizontal by blueprint count; single blueprint sized for < 10 req/s sustained" } ], "options": [ { "style": "simple monolith", "fits_when": "Single team, low traffic, no independent scaling concerns.", "fits_here": "Matches the per-blueprint scope — one microsite, one schema, one code path.", "wrong_here": "Would couple every blueprint into a single deploy — not acceptable at network scale.", "complexity": "low", "cost": "low", "ops_burden": "low", "security_impact": "Small surface, single audit boundary.", "scaling_path": "Vertical scale only; hits ceiling on team velocity, not compute.", "team_fit": "Ideal for one dev; fine at MVP.", "recommended": false }, { "style": "modular monolith", "fits_when": "Multiple bounded contexts but shared deploy lifecycle acceptable.", "fits_here": "Each blueprint is a module inside the network shell; shared shell, isolated data.", "wrong_here": "Wrong only if a blueprint needs independent SLOs — none currently do.", "complexity": "moderate", "cost": "low", "ops_burden": "low", "security_impact": "Single trust boundary; row-level isolation carries the tenancy load.", "scaling_path": "Modules become services only when SLOs or teams diverge.", "team_fit": "Best fit for a small team maintaining many blueprints.", "recommended": true }, { "style": "serverless", "fits_when": "Bursty, per-request workloads with idle-to-zero cost targets.", "fits_here": "Edge functions already handle sync, docs, legal, seed articles, integrity — pay-per-invoke.", "wrong_here": "Wrong for long-running orchestrations; IDLE_TIMEOUT already bit us on legal docs.", "complexity": "moderate", "cost": "low", "ops_burden": "moderate", "security_impact": "Function-scoped IAM; secrets via managed vault.", "scaling_path": "Auto; watch cold-start p95 and per-invocation cost.", "team_fit": "Good — team already ships functions weekly.", "recommended": false }, { "style": "microservices", "fits_when": "Multiple teams, divergent SLOs, independent release cadence required.", "fits_here": "Nothing here justifies it; single team, single deploy cadence, shared data plane.", "wrong_here": "Adds network, discovery, deploy topology, and observability cost with zero product benefit.", "complexity": "very high", "cost": "high", "ops_burden": "high", "security_impact": "Bigger attack surface, more inter-service auth to get right.", "scaling_path": "Best-in-class if the org can afford it.", "team_fit": "Wrong for this team.", "recommended": false }, { "style": "event-driven", "fits_when": "Async fan-out, decoupled producers/consumers, replayable history required.", "fits_here": "Only the sync + integrity pipeline is fan-out; keep it as background jobs, not a broker.", "wrong_here": "Broker + schema registry + DLQ topology is overkill for current volumes.", "complexity": "high", "cost": "moderate", "ops_burden": "high", "security_impact": "Extra ACLs; message-level auth needed.", "scaling_path": "Excellent for future audit-log fan-out, revisit at 10x volume.", "team_fit": "Team can operate a small in-process queue; not a full broker yet.", "recommended": false }, { "style": "workflow/orchestration", "fits_when": "Long, multi-step, resumable pipelines with human-in-the-loop steps.", "fits_here": "Blueprint pipeline (sources → articles → integrity → smoke test) already smells like this.", "wrong_here": "Full engine (Temporal/Airflow) is heavy; a typed in-app queue with retries covers today's needs.", "complexity": "high", "cost": "moderate", "ops_burden": "moderate", "security_impact": "Central choke point — must be hardened.", "scaling_path": "Adopt engine once we cross ~10 concurrent long-running jobs per blueprint.", "team_fit": "Would require operator ramp-up.", "recommended": false } ], "chosen_style": "modular monolith", "chosen_rationale": "Modular monolith with edge functions for bursty AI/generation — one audit boundary, low ops burden, easy per-team ownership.", "rejected": [ { "style": "microservices", "why_rejected": "Adds network, discovery, deploy topology, and observability cost with zero product benefit." }, { "style": "event-driven", "why_rejected": "Broker + schema registry + DLQ topology is overkill for current volumes." } ], "target": { "overview": "React shell → Lovable Cloud (Postgres + Auth + Storage + Edge Functions). Every blueprint is a module inside the shell; per-vertical differences live in derived DNA, not in separate deploys. Compliance posture: Domain-specific (agency disclosures, attestation signers, retention schedules).", "frontend": "Vite + React + TypeScript + Tailwind + shadcn primitives; per-blueprint themed via Design DNA; job queue for background pipelines; URL-persisted filter state on audit + diagnostics.", "backend": "Deno-based edge functions per capability. Long generations split into per-item endpoints to stay under IDLE_TIMEOUT.", "data": "Managed Postgres with RLS + JSONB for shape drift. Object storage for source files + generated artifacts.", "api": "REST-ish RPC over edge functions with typed payloads; correlationId on every call for retry/diagnostics.", "authn_authz": "Managed OAuth (Google default). Roles in a dedicated user_roles table + has_role() SECURITY DEFINER function referenced by RLS policies.", "integrations": "GitHub (public read for sync + sources), Lovable AI Gateway (all LLM calls), Cloud Storage (artifacts). No third-party CRM/email yet.", "background_jobs": "blueprintJobQueue in-app: per-slug concurrency limit, exponential backoff + jitter, cancel + invalidate, retention of last error diagnostics.", "object_storage": "Cloud Storage buckets scoped per blueprint slug; signed URLs for artifact download.", "notifications": "In-app toasts + audit trail entries. Email/webhook deferred until owners request it.", "search": "Postgres FTS on blueprint titles + evidence claims; client-side filter for audit trail. Dedicated index deferred.", "analytics": "Lightweight event log in Postgres; dashboard-grade analytics deferred until we have a paying tenant.", "ai": "not applicable", "observability": "correlationId per request, per-phase timings, retry timeline in diagnostics drawer, per-blueprint pipeline status panel, JSON report export.", "deployment": "Preview + Production environments; edge functions deploy with the app; Postgres migrations shipped via managed migration tool.", "security": "RLS on every public table; roles in user_roles; secrets in managed vault; OWASP ASVS L1 baseline.", "dr": "Daily backups; restore drill twice/year." }, "modules": [ { "name": "Blueprint Core", "responsibility": "Owns the SeedBusiness catalog, release decisions, evidence register, owner actions.", "owned_data": [ "seed business rows", "release_decision", "evidence items", "owner-action state" ], "entities": [ "SeedBusiness", "EvidenceItem", "OwnerAction", "ReleaseDecision" ], "interfaces": [ "React store (StoreProvider)", "public read via microsite route" ], "depends_on": [ "Content Pipeline (for source files + articles)", "Cloud auth" ], "events_produced": [ "release.decision.changed", "evidence.status.changed", "owner.action.resolved" ], "events_consumed": [ "sync.blueprint.applied", "integrity.check.completed" ], "failure_risks": [ "Duplicate slug in seed → React key crash (mitigated by dedupe in mergedSeed)", "Evidence drift after sync" ], "scaling": "Bounded by SEED size; irrelevant even at 10x.", "future_split_trigger": "Split out Blueprint Core into an independent deployment when its throughput or a distinct scaling profile justifies it; not warranted pre-revenue." }, { "name": "Content Pipeline", "responsibility": "Fetches GitHub sources, generates docs/seed articles, runs citation integrity, per slug with concurrency + backoff.", "owned_data": [ "blueprint_sources", "blueprint_seed_articles", "job status per slug", "integrity results" ], "entities": [ "SourceFile", "SeedArticle", "IntegrityReport", "JobState" ], "interfaces": [ "blueprintJobQueue API", "edge functions: fetch-blueprint-sources, generate-seed-articles, generate-blueprint-docs" ], "depends_on": [ "Cloud edge functions", "AI Gateway", "GitHub public read" ], "events_produced": [ "sources.fetched", "articles.generated", "integrity.completed", "cache.invalidated" ], "events_consumed": [ "blueprint.cache.invalidate" ], "failure_risks": [ "Edge IDLE_TIMEOUT on long generations (mitigated: per-doc endpoints + retries)", "Upstream AI 5xx storms" ], "scaling": "Concurrency + backoff configurable in UI; scales with edge function limits.", "future_split_trigger": "If cross-blueprint queueing coordination is needed, promote to a shared job service." }, { "name": "Runtime & Capabilities", "responsibility": "Per-blueprint runtime modules — verification, SEO, legal docs, chatbot — with retry + diagnostic history.", "owned_data": [ "capability status per slug", "runtime module errors", "chatbot threads + FAQ" ], "entities": [ "CapabilityStatus", "RuntimeError", "ChatMessage" ], "interfaces": [ "React Runtime tab", "edge functions: verify-blueprint, generate-seo-posts, generate-legal-docs/*, blueprint-chat" ], "depends_on": [ "Content Pipeline (grounding)", "AI Gateway" ], "events_produced": [ "capability.status.changed", "runtime.error.recorded" ], "events_consumed": [ "cache.invalidated" ], "failure_risks": [ "AI provider outage", "Prompt drift causing ungrounded output" ], "scaling": "Per-slug; independent of network size.", "future_split_trigger": "Split out Runtime & Capabilities into an independent deployment when its throughput or a distinct scaling profile justifies it; not warranted pre-revenue." }, { "name": "Sync & Rollback", "responsibility": "Daily GitHub sync of blueprint definitions with dry-run, partial-apply, and server-backed rollback of last snapshot.", "owned_data": [ "sync_runs", "sync_snapshots per slug", "audit_trail" ], "entities": [ "SyncRun", "SyncDiff", "SyncSnapshot", "AuditEntry" ], "interfaces": [ "/github-sync page", "edge functions: github-sync-blueprints, rollback-blueprint-sync" ], "depends_on": [ "Blueprint Core", "Cloud storage for snapshots" ], "events_produced": [ "sync.run.completed", "sync.blueprint.applied", "sync.blueprint.rolled_back" ], "events_consumed": [], "failure_risks": [ "Partial apply leaving mixed state (mitigated by per-blueprint snapshots)", "Audit trail size growth" ], "scaling": "Paginate audit trail; snapshot retention window is finite.", "future_split_trigger": "Split out Sync & Rollback into an independent deployment when its throughput or a distinct scaling profile justifies it; not warranted pre-revenue." }, { "name": "Design & Architecture DNA", "responsibility": "Deterministic per-blueprint design + architecture briefs used to gate release readiness.", "owned_data": [ "derived only — no persistence" ], "entities": [ "DesignDNA", "ArchitectureDNA" ], "interfaces": [ "React panels in Business Detail" ], "depends_on": [ "Blueprint Core" ], "events_produced": [], "events_consumed": [], "failure_risks": [ "Vertical → profile drift if new verticals are not mapped" ], "scaling": "Pure functions; free.", "future_split_trigger": "Split out Design & Architecture DNA into an independent deployment when its throughput or a distinct scaling profile justifies it; not warranted pre-revenue." } ], "data_architecture": { "primary_db": "Managed Postgres (Cloud)", "secondary": [ "Object storage for artifacts + snapshots", "Client localStorage for UI state (filters, drawer state) — never for auth" ], "cache": "React Query + module-level memoization; no dedicated cache service.", "search": "Postgres FTS on titles + evidence; consider pg_trgm on slugs.", "vector": "not applicable", "object_storage": "Per-slug prefixes; lifecycle rules to prune stale sync snapshots.", "schema_strategy": "Normalized core + JSONB for evolving shapes (evidence details, capability status).", "migrations": "Forward-only migrations reviewed in PR; every CREATE TABLE ships GRANTs + RLS enable + policies in the same migration.", "backups": "Managed daily backups with 30-day retention.", "retention": "Audit trail retained ≥ 1y; sync snapshots retained 90d; error diagnostics retained 30d.", "audit_logs": "audit_trail table + append-only pattern; export CSV from UI.", "soft_delete": "Soft-delete evidence via status transition; hard-delete only via owner-initiated purge.", "privacy": "Only owner-supplied facts persist; disclosures, attestations, brand counsel correspondence handled per vertical policy.", "encryption": "TLS 1.2+ in transit; AES-256 at rest via managed storage.", "multi_tenancy": "Row-level tenancy keyed on auth.uid() + blueprint slug; RLS policies enforce isolation." }, "api": { "style": "REST-ish RPC over edge functions with JSON payloads; typed client wrappers.", "public_vs_internal": "Public microsite reads via Postgres RLS-protected queries; internal capability calls via authenticated edge functions.", "versioning": "Version via function name suffix (v1, v2) when breaking; additive changes preferred.", "rate_limiting": "Per-user + per-slug in edge functions; UI-level concurrency caps for AI calls.", "idempotency": "Sync + rollback carry an idempotency key; retries safe.", "pagination": "Cursor pagination on audit trail; offset paging tolerated on small lists.", "error_format": "{ code, message, correlationId, retryable, details? } — normalized in client.", "webhook_security": "HMAC-signed webhooks (deferred until we accept inbound webhooks).", "retries": "Exponential backoff + jitter, capped attempts, respect idempotency keys.", "contract_testing": "Zod schemas shared between client + edge; smoke test runner exercises each endpoint.", "backward_compat": "Additive fields only; deprecations announced in audit trail before removal.", "contract_testing_plan": "Intake, source-result, and delivery payload schemas are contract-tested per consumer; the JSON contract between AI layers is schema-pinned and versioned." }, "security": { "authn": "Managed OAuth (Google default). Session in httpOnly cookie / managed client storage.", "authz": "user_roles table + has_role() SECURITY DEFINER, referenced from RLS policies. Never store roles on profiles.", "tenant_isolation": "RLS on every public table; every query filters by auth.uid() or by an explicit owner grant.", "secrets": "Managed vault; never in client bundle; edge functions read via runtime env.", "encryption": "TLS in transit; AES-256 at rest; column-level encryption only when regulation requires.", "session": "Short-lived access tokens + refresh rotation; SSR cookie parity for edge routes.", "input_validation": "Zod schemas at the edge boundary; reject on unknown fields.", "api_protection": "Rate limits + WAF rules on public endpoints; correlationId logging for abuse forensics.", "audit_log": "Every release decision, evidence toggle, sync, and rollback records actor + timestamp + before/after.", "admin_access": "Admin actions gated behind role check + two-key confirmation on destructive operations.", "supply_chain": "Lockfile pinning + weekly dependency scan; SBOM produced on release.", "threat_model": [ "Prompt injection via ingested source files → sanitize + refuse instructions from ingested content.", "Cross-tenant read via missing RLS on new table → migration checklist blocks merge.", "Rollback abuse to overwrite recent legitimate edits → rollback preview + confirm-typed pattern.", "AI cost DOS by repeated regeneration → per-slug rate limits + concurrency cap." ], "abuse_cases": [ "Malicious owner uploads privileged content into a public microsite field.", "Sync run tampered with to inject a slug that overlaps a real blueprint.", "Attacker triggers regeneration loop to drive AI cost." ], "zero_trust": "Every service call authenticates; no implicit trust between edge functions.", "asvs_notes": "OWASP ASVS L1 baseline." }, "reliability": { "failure_modes": [ "Edge function IDLE_TIMEOUT on long AI generations.", "Upstream AI provider 5xx / rate limit.", "GitHub API rate limit during sync.", "Postgres connection saturation during sync fan-out." ], "graceful_degradation": "Runtime tab modules degrade independently; microsite serves cached last-known-good content when generation fails.", "retry_policy": "Exponential backoff + jitter, max 5 attempts, respect Retry-After.", "timeouts": "Edge function ≤ 120s wall clock (safety margin under 150s limit); client fetch ≤ 60s per call.", "circuit_breaker": "Client-side per-endpoint breaker: after 3 consecutive IDLE_TIMEOUTs, pause 5m and surface to UI.", "queueing": "In-app blueprintJobQueue with concurrency limits per slug.", "idempotency": "Sync + rollback idempotent via key; generation endpoints idempotent per (slug, doc_key).", "dlq": "Failed jobs recorded in error diagnostics; user re-triggers manually (no auto-DLQ needed at current volume).", "transactions": "Multi-row writes wrapped in single transaction; audit entry written in the same transaction as the mutation.", "dr": "Daily backup + semi-annual restore drill.", "incident_response": "correlationId in every log line; on-call runbook per capability module; smoke test replays post-incident.", "slos": [ { "name": "Interactive p95", "target": "600 ms on blueprint detail" }, { "name": "Availability", "target": "99.5% (with disclosure-window freeze protection)" }, { "name": "Sync success rate", "target": "≥ 99% per daily run over rolling 7 days" }, { "name": "Generation success rate", "target": "≥ 95% per doc across last 7d (excludes provider outages)" } ] }, "scaling": { "mvp_can_stay_simple": [ "Single Postgres, single region.", "No dedicated search or vector index.", "In-app job queue; no message broker." ], "modular_now": [ "Content Pipeline is already isolated behind blueprintJobQueue — future extraction is a 1-day job.", "Runtime capabilities are one function per module — swap in isolation." ], "deferrable": [ "Workflow engine (Temporal/Airflow).", "Vector DB / RAG.", "Multi-region replication.", "Feature flag service (env-based toggle covers MVP)." ], "breaks_first": "Edge function IDLE_TIMEOUT under multi-doc generation — already addressed by per-doc endpoints; watch for regression.", "db_path": "Vertical scale → read replica → partition by tenant if a single tenant dominates load.", "jobs_path": "In-app queue → dedicated worker → workflow engine, gated by concurrency + resumability need.", "cache_path": "React Query only → HTTP cache headers → CDN edge cache for microsite content.", "search_path": "Postgres FTS → pg_trgm → dedicated search only when p95 breaches SLO.", "files_path": "Managed object storage → CDN → per-region cache if traffic warrants.", "api_path": "Vertical edge function scale → per-capability autoscaling → extract hot module to its own service.", "multi_region": "Not planned; introduce only on customer contract with residency requirement.", "cost_control": "Per-blueprint AI budget, concurrency cap, smoke-test cache; monthly cost review with per-blueprint attribution." }, "ai": { "provider": "Frontier LLM via API with provider-agnostic prompt contracts; a second vendor is configured for failover so a released deliverable never depends on a single model.", "prompt_mgmt": "Extraction, drafting, and matrix prompts are held in versioned files with eval-gated deploys and one-step rollback; prompt changes require diff review.", "rag": "A versioned, jurisdiction-scoped rule pack for Climate claim / VCM transparency compliance is retrieved with source-scoped filters; drafting is grounded and citation-anchored to the source text, never free-form generation.", "vector": "Not warranted pre-revenue — the rule pack is small and structured, so section/keyword lookups suffice until a larger corpus justifies similarity search.", "embeddings": "Deferred with the vector store; rule-pack keys are structured (element, source, subsection), not semantic.", "eval": "A gold set of specialist-released files measures element-extraction F1 and completeness-gate agreement per model release; accuracy vs specialist labels is reviewed on a fixed cadence.", "hitl": "Specialist release is never automated; a domain expert signs off on the exception queue, with sampling QA on a fraction of outputs and expert red-team on the first releases.", "guardrails": "Field-locked templates, source-tie reconciliation, and completeness rules mean a draft missing a required field emits a MISSING_ELEMENT exception rather than inventing content.", "prompt_injection": "Source documents are treated as data, never instructions; the red-team suite includes injected-instruction files disguised as legitimate inputs.", "leakage": "Client and subject identifiers are scoped per case; retrieval is scoped per client; provider training-use is disabled; there is no cross-client corpus.", "fallback": "A manual specialist workbench runbook plus the second LLM vendor keep production moving if the primary model is unavailable.", "latency_cost": "Inference cost per deliverable is bounded at launch and trends down with volume; the standard SLA leaves generous headroom over model latency.", "memory": "Agents are stateless per case; durable knowledge lives in the versioned rule pack and SOP library, not in model memory.", "tool_permissions": "The prompt runner has no tool access beyond returning JSON; search ordering, document assembly, and delivery are deterministic code.", "auditability": "Every prompt+output pair is logged to the per-case audit trail with version tags alongside the specialist release record.", "citation": "Every drafted element carries the source provision it satisfies, and every matrix entry carries the search or record it came from." }, "devops": { "environments": [ "Preview (per branch)", "Production" ], "cicd": "Lovable build pipeline; deploys on merge; edge functions ship atomically with the app.", "iac": "Cloud managed; migrations + config in-repo.", "secrets": "Managed vault; separate values per environment.", "preview_envs": "Automatic per branch; seeded with anonymized fixtures.", "migrations": "Forward-only; migrations reviewed for GRANT + RLS + policies; every table gated by the migration checklist.", "rollback": "App: redeploy previous build. Data: server-backed rollback per blueprint via rollback-blueprint-sync.", "release_style": "Continuous deploy with feature flags; canary only when a change touches shared shell.", "feature_flags": "Env-based booleans at MVP; consider a flag service when we have > 20 flags in flight.", "monitoring": "Cloud platform metrics + per-function logs + client error reporting.", "alerting": "SLO burn-rate alerts + IDLE_TIMEOUT rate alert + AI cost anomaly alert.", "logs": "Structured JSON with correlationId; retained per platform defaults.", "error_tracking": "Client-side error capture wired to console + in-app diagnostics drawer.", "uptime": "Synthetic checks on microsite + shell login every 5 minutes.", "cost_monitoring": "Per-blueprint cost view; alert on 3x baseline over 24h." }, "testing": { "unit": "Vitest for pure derivations (DNA, business helpers).", "integration": "Edge function contract tests with recorded fixtures.", "contract": "Zod schemas shared client + edge; smoke test runner as continuous contract check.", "e2e": "Playwright against localhost preview for critical flows (sign in, evidence toggle, sync apply).", "security": "Weekly dependency scan; RLS policy audit script; abuse-case checklist per release.", "a11y": "Axe checks + keyboard-only smoke on shell components; WCAG 2.2 AA target.", "load": "k6 scenarios against edge functions before enabling a new capability network-wide.", "chaos": "Manual fault injection on AI provider (simulate 500s) during release rehearsal.", "migration": "Every migration runs in preview + dry-run on prod snapshot before apply.", "backup_restore": "Semi-annual restore drill.", "ai_eval": "not applicable", "test_data": "Deterministic fixtures per vertical; no real PHI/PII ever in fixtures." }, "observability": { "logs": "Structured JSON with correlationId, phase, attempt, doc_key, slug.", "metrics": "Per-endpoint latency, error rate, retry count, AI token spend.", "traces": "Cross-function trace via correlationId propagation.", "audit_events": "Release decision, evidence toggle, sync, rollback, cache invalidation.", "business_events": "Blueprint promoted to ready, first microsite view, first customer-visible export.", "error_tracking": "In-app diagnostics drawer + persistent per-slug error history.", "security_monitoring": "Failed auth + rate-limit breach + admin action logs.", "cost_monitoring": "Per-blueprint + per-capability cost attribution.", "dashboards": [ "SLO burn", "AI cost per blueprint", "Sync success rate", "Generation success rate" ], "alert_thresholds": [ "IDLE_TIMEOUT rate > 3/day for one blueprint.", "Sync run failure > 1 in rolling 7 days.", "AI cost > 3x rolling 7-day baseline over 24h.", "p95 breach on Blueprint detail > 800ms for 15 min." ], "triage": "correlationId → diagnostics drawer → retry timeline → JSON report export → runbook link." }, "cost": { "drivers": [ { "name": "AI generation", "note": "Dominant driver; capped by concurrency + per-slug budget." }, { "name": "Edge function invocations", "note": "Bursty at sync + generation; idle-to-zero otherwise." }, { "name": "Managed Postgres", "note": "Small; scales with audit trail retention." }, { "name": "Object storage", "note": "Snapshots + artifacts; lifecycle rules prevent growth." }, { "name": "Bandwidth", "note": "Low; static microsite content." } ], "likely_traps": [ "Regeneration loops on failure (mitigated by circuit breaker).", "Audit trail unbounded growth (mitigated by retention policy).", "Storing large HTML snapshots per sync (mitigated by delta snapshots)." ], "controls": [ "Per-blueprint AI budget with hard cap.", "Smoke-test result caching in localStorage.", "Concurrency cap in blueprintJobQueue.", "Retention policy on audit + diagnostics." ] }, "multi_tenancy": { "model": "Row-level tenancy: one shared Postgres, tenant scope by auth.uid() + blueprint slug.", "isolation": "RLS policies on every public table; policies reference has_role() where role checks are needed.", "tenant_aware_authz": "Every query filters by auth.uid(); admin overrides go through explicit role check + audit entry.", "tenant_config": "Per-slug config stored as JSONB on the blueprint row; no per-tenant deploy.", "branding": "Per-blueprint Design DNA drives theme; no runtime branding upload at MVP.", "tenant_export": "Owner can export evidence + audit trail as JSON/CSV from the UI.", "tenant_deletion": "Owner-initiated purge cascades across blueprint rows + storage prefix; soft-delete window of 30 days.", "tenant_audit": "Per-slug audit trail table view with actor + timestamp on every mutation.", "noisy_neighbor": "Per-slug concurrency cap in blueprintJobQueue; per-slug AI budget.", "tenant_rate_limits": "Edge functions apply per-slug + per-user rate limits.", "billing": "Not billed at MVP; per-blueprint cost attribution feeds the future billing model.", "why_this_fits": "Team size and blueprint scale don't justify schema/db-per-tenant; RLS covers the isolation requirement with negligible ops burden." }, "privacy_compliance": { "data_classification": "Owner-supplied facts and evidence citations are the sensitive classes; disclosures, attestations, brand counsel correspondence per vertical.", "minimization": "Only owner-supplied facts persist; no third-party enrichment; no PII scraping.", "consent": "Consent captured at intake for owner-supplied contact info; microsite visitors get standard cookie/consent banner where required.", "access_logs": "Every admin + edge function invocation logged with correlationId + actor.", "audit_trails": "Immutable append-only audit_trail table; export from UI.", "retention": "Audit ≥ 1y; sync snapshots 90d; error diagnostics 30d; artifacts per lifecycle rule.", "legal_hold": "Deferred until a matter requires it.", "right_to_delete": "Owner-initiated purge honored within 30 days; downstream copies pruned by lifecycle rules.", "right_to_export": "JSON + CSV export for evidence, audit trail, and generated artifacts.", "sensitive_handling": "No PHI/PII in prompts; owner-supplied facts only; secrets in managed vault.", "boundaries": "Domain-specific (agency disclosures, attestation signers, retention schedules)", "residency": "Single region at MVP; residency contract triggers per-tenant residency planning.", "vendor_risk": "Lovable Cloud + AI Gateway are the only critical vendors; both reviewed for security posture.", "breach_response": "correlationId + audit trail enables scope determination; disclosure per compliance policy within statutory window.", "admin_controls": "Admin actions gated by role check + two-key confirm for destructive operations; every admin session logged.", "evidence_collection": "Access reviews, change management, restore drills produce artifacts filed into the evidence pipeline." }, "frontend": { "framework": "React 18 + Vite + TypeScript.", "rendering": "SPA with per-route code-split; microsite routes prerender-friendly.", "routing": "react-router-dom v6 with URL-persisted filter/drawer state.", "state": "React context + useSyncExternalStore for the job queue; localStorage only for UI state, never for auth.", "server_state": "@tanstack/react-query for cache + retries.", "forms": "Controlled components + Zod validation on submit; RHF only where forms grow.", "error_handling": "Error boundary at shell + per-panel skeletons + retry affordances.", "components": "shadcn primitives + per-blueprint themed panels; deterministic Design DNA drives look.", "design_system": "Tailwind semantic tokens (index.css); no hardcoded color utilities in components.", "auth_ui": "Managed OAuth callback via Cloud client; session hydration before protected routes render.", "authz_aware_ui": "UI hides actions the current role cannot perform; server-side check is authoritative.", "a11y": "WCAG 2.2 AA target; visible focus rings; keyboard shortcuts in diagnostics drawer.", "i18n": "Copy budgets assume +35% expansion for DE/FR; Intl APIs for dates/currencies.", "performance": "Route-level code split; lazy-load Runtime tab; memoize DNA derivations.", "bundling": "Vite defaults; per-route lazy imports for heavy panels.", "testing": "Vitest for unit; Playwright for critical flows.", "offline": "Not required; last-known-good served from React Query cache.", "realtime": "Not required at MVP; audit trail is polled on interaction." }, "backend": { "framework": "Deno-based edge functions on Lovable Cloud, one function per capability.", "layering": "Handler → validator (Zod) → service → repository → Postgres.", "domain": "Blueprint, Evidence, OwnerAction, SyncRun, RuntimeCapability, ChatMessage.", "services": "Pure functions kept out of edge boundary; shared logic imported from a common module.", "repositories": "Thin Postgres wrappers; RLS enforces tenant scope.", "validation": "Zod at the edge boundary; reject unknown fields.", "authorization": "has_role() SECURITY DEFINER in Postgres; edge function also asserts role for defense in depth.", "jobs": "In-app blueprintJobQueue on the client for user-triggered pipelines; server-side cron only for daily sync.", "events": "Domain events emitted to audit_trail; no external broker.", "files": "Signed URLs from Cloud Storage; virus scan on upload (deferred until user uploads exist).", "email_sms": "Deferred; owner-configured inbox required before enabling outbound mail.", "scheduled": "Daily GitHub sync via scheduled function; retention prune weekly.", "errors": "Normalized error envelope { code, message, correlationId, retryable, details? }.", "logging": "Structured JSON logs with correlationId, phase, attempt, slug.", "config": "Env-based; secrets from managed vault.", "di": "Not required at current size; explicit imports.", "testing": "Contract tests per function with recorded fixtures + smoke-test runner." }, "diagrams": { "context_mermaid": "flowchart LR\n Owner([Blueprint Owner]) --> Shell[Network Shell]\n Reviewer([Reviewer]) --> Shell\n Public([Public Visitor]) --> Micro[Public Microsite ab1305-vcm-disclosure-engine]\n Shell --> Cloud[(Lovable Cloud: DB + Auth + Storage + Edge)]\n Cloud --> AI[[AI Gateway]]\n Cloud --> GH[[GitHub API]]\n Micro --> Cloud", "container_mermaid": "flowchart TB\n subgraph Client\n UI[React Shell + Blueprint Detail]\n Queue[blueprintJobQueue]\n end\n subgraph Cloud[Lovable Cloud]\n DB[(Postgres + RLS)]\n Store[(Object Storage)]\n subgraph Edge[Edge Functions]\n Sync[github-sync-blueprints]\n Roll[rollback-blueprint-sync]\n Src[fetch-blueprint-sources]\n Seed[generate-seed-articles]\n Docs[generate-blueprint-docs]\n Legal[generate-legal-docs/*]\n Verify[verify-blueprint]\n SEO[generate-seo-posts]\n Chat[blueprint-chat]\n end\n end\n UI --> DB\n Queue --> Src\n Queue --> Seed\n UI --> Docs\n UI --> Legal\n UI --> Verify\n UI --> SEO\n UI --> Chat\n UI --> Sync\n UI --> Roll\n Seed --> AI[[AI Gateway]]\n Docs --> AI\n Legal --> AI\n Chat --> AI\n Src --> GH[[GitHub]]", "data_flow_mermaid": "flowchart LR\n A[Owner edits Evidence] --> B[Store: evidence.custom]\n B --> C{Release Gate}\n C -- ready --> D[Business marked Ready]\n C -- blocker --> E[Owner Actions queue]\n F[GitHub Sync] --> G[Diff + Snapshot]\n G --> H[(Postgres)]\n H --> I[Audit trail]\n H --> J[React store]", "auth_flow_mermaid": "sequenceDiagram\n participant U as User\n participant UI as Network Shell\n participant Auth as Cloud Auth\n participant API as Edge Function\n participant DB as Postgres+RLS\n U->>UI: sign in\n UI->>Auth: OAuth (Google)\n Auth-->>UI: session (JWT)\n UI->>API: call with JWT\n API->>DB: query as auth.uid()\n DB-->>API: rows filtered by RLS\n API-->>UI: response", "authz_flow_mermaid": "flowchart LR\n Req[Request w/ JWT] --> Fn[Edge Function]\n Fn --> Role[has_role user_id, role]\n Role --> DB[(user_roles + RLS policies)]\n DB -- allow --> Ok[Return rows]\n DB -- deny --> Err[403 + audit entry]", "deployment_mermaid": "flowchart LR\n Dev[Developer] --> Repo[Git]\n Repo --> CI[Lovable Build]\n CI --> Preview[Preview Env]\n CI --> Prod[Production]\n Prod --> Cloud[(Lovable Cloud)]\n Prod --> CDN[[Edge CDN]]", "background_job_mermaid": "flowchart LR\n UI[Blueprint Detail] --> Enq[blueprintJobQueue.enqueue]\n Enq --> Slot{Concurrency slot?}\n Slot -- yes --> Run[Run job]\n Slot -- no --> Queued[queued]\n Run -->|success| Done[Persist result + emit event]\n Run -->|error| Back[Exponential backoff + jitter]\n Back -->|attempts left| Run\n Back -->|exhausted| Fail[Record diagnostic + expose retry button]", "event_flow_mermaid": "flowchart LR\n Sync[sync.blueprint.applied] --> Core[Blueprint Core]\n Integ[integrity.completed] --> UI\n CacheInv[cache.invalidated] --> Pipe[Content Pipeline]\n Pipe --> Sources[sources.fetched]\n Sources --> Articles[articles.generated]\n Articles --> Integ", "failure_flow_mermaid": "flowchart LR\n Call[Edge Function call] --> Timeout{Timeout / 5xx?}\n Timeout -- no --> Ok[Success]\n Timeout -- yes --> Retry[Backoff + retry]\n Retry --> Cap{Attempts cap?}\n Cap -- no --> Call\n Cap -- yes --> Breaker[Open circuit]\n Breaker --> Cache[Serve last-known-good]\n Breaker --> Owner[Surface diagnostic + owner action]", "multi_tenant_flow_mermaid": "flowchart LR\n Owner1([Owner A]) --> UI\n Owner2([Owner B]) --> UI\n UI --> API[Edge Function w/ JWT]\n API --> Policy{RLS: auth.uid + slug scope}\n Policy -- match --> Rows[Owner-scoped rows]\n Policy -- no match --> Deny[403]", "ai_flow_mermaid": "graph LR; SRC[Source documents as DATA]-->EX[Extract + normalize]-->SR[Order source searches]-->MTX[Build matrix]-->DR[Draft locked-field elements]-->GT[Deterministic completeness gates]-->SP[Specialist release]-->DL[Deliver]; GT-.exception.->SP; SP-.high-risk.->EXP[Expert review]" }, "adrs": [ { "id": "ADR-001", "decision": "Adopt modular monolith as the network-wide architecture style", "context": "Small team maintaining many blueprints with shared shell, evidence discipline, and per-vertical trust variation.", "options": [ "simple monolith", "modular monolith", "microservices", "serverless-only", "hybrid" ], "chosen": "modular monolith", "why": "Preserves a single audit boundary and deploy cadence while allowing edge functions for burst workloads.", "consequences": [ "Shared deploy lifecycle across blueprints", "Row-level tenant isolation carries the security load" ], "risks": [ "A rogue blueprint can regress network shell performance" ], "reversal": "Extract a module to its own deploy only when its SLO diverges from the network shell.", "revisit_when": "A blueprint acquires a divergent SLO, a second team joins, or the shell deploy time exceeds 10 minutes." }, { "id": "ADR-002", "decision": "Managed Postgres as the sole primary datastore", "context": "All entities are relational (blueprints, evidence, sync runs, articles, audit).", "options": [ "Postgres", "Postgres + DocumentDB", "Postgres + vector DB", "Firestore" ], "chosen": "Postgres (Cloud managed) with JSONB for semi-structured fields", "why": "Relational integrity + row-level security satisfies audit, tenancy, and reporting; JSONB absorbs shape drift.", "consequences": [ "RLS policies are the primary tenancy control", "Full-text search via Postgres FTS until it stops scaling" ], "risks": [ "Complex joins under growth" ], "reversal": "Introduce a read-replica or a dedicated search index only when p95 breaches SLO.", "revisit_when": "FTS p95 > SLO for 2 consecutive weeks, or a genuine RAG surface appears." }, { "id": "ADR-003", "decision": "Per-document edge functions for long-running AI generation", "context": "IDLE_TIMEOUT (150s) on monolithic legal-docs generator forced this split.", "options": [ "Single long function", "Chunked per-doc functions", "Background job with polling" ], "chosen": "Per-document endpoints with client-side fan-out + retries", "why": "Keeps each invocation under the timeout, isolates failures, enables partial success reporting.", "consequences": [ "More endpoints to maintain", "Client must own orchestration" ], "risks": [ "Client back-pressure if fan-out is too wide" ], "reversal": "Move to a real workflow engine when we cross ~10 concurrent long jobs per blueprint.", "revisit_when": "Concurrent long-running jobs > 10 per blueprint, or client-side orchestration becomes buggy." }, { "id": "ADR-004", "decision": "Evidence-first release gate", "context": "Vertical compliance posture: Domain-specific (agency disclosures, attestation signers, retention schedules).", "options": [ "Owner-declared ready", "Auto-ready via checklist", "Evidence-gated ready" ], "chosen": "Evidence-gated ready — release requires resolved owner actions + verified evidence", "why": "Regulated verticals cannot ship on self-declaration; evidence provides defensibility.", "consequences": [ "Slower path to ready", "Higher confidence at ready" ], "risks": [ "Owners abandon incomplete blueprints" ], "reversal": "Introduce a 'ready-with-caveats' state only if the network stalls on this gate.", "revisit_when": "> 30% of blueprints stuck in owner-action state for > 30 days." }, { "id": "ADR-005", "decision": "Defer AI adoption until a specific evidence-generation need arises", "context": "AI is powerful but adds cost, latency, and auditability burden.", "options": [ "No AI", "Grounded AI only", "Agentic AI" ], "chosen": "No AI in this vertical", "why": "Vertical does not currently justify AI-shaped complexity.", "consequences": [ "No prompt catalog to maintain" ], "risks": [], "reversal": "Introduce AI only for a scoped generation task.", "revisit_when": "A specific generation task appears with clear source grounding." }, { "id": "ADR-006", "decision": "Managed OAuth (Google) with roles in a dedicated user_roles table", "context": "Storing roles on the profile row invites privilege-escalation bugs; RLS policies must reference a stable role source.", "options": [ "Roles on profiles", "user_roles + has_role() SECURITY DEFINER", "External IdP with JIT claims" ], "chosen": "user_roles table + has_role() SECURITY DEFINER, referenced by RLS", "why": "Prevents recursive RLS, isolates authz decisions, satisfies audit review.", "consequences": [ "One extra join in policies", "Explicit role grants required" ], "risks": [ "Role drift if grants are not audited" ], "reversal": "Swap SECURITY DEFINER function for an IdP claim without changing policies.", "revisit_when": "Enterprise SSO / SAML contract signed, or role count exceeds ~10." }, { "id": "ADR-007", "decision": "Single-tenant per blueprint slug with row-level isolation", "context": "Blueprints share infra but must never cross-read evidence, sync history, or generated artifacts.", "options": [ "Shared DB + RLS", "Schema-per-tenant", "DB-per-tenant" ], "chosen": "Shared DB + RLS keyed on auth.uid() and blueprint slug", "why": "Simplest operable model at current scale; migration cost stays near zero.", "consequences": [ "RLS is load-bearing security" ], "risks": [ "A missing policy = a leak" ], "reversal": "Extract a specific tenant to its own schema when contract requires it.", "revisit_when": "First enterprise customer with a residency or dedicated-DB clause." } ], "roadmap": [ { "phase": "MVP", "build": [ "Network shell + Blueprint Core module", "Content Pipeline with concurrency + backoff", "Design + Architecture DNA per blueprint", "Sync + rollback + audit trail" ], "avoid": [ "Any per-blueprint deploy pipeline", "Message brokers", "Vector DBs", "Multi-region" ], "defer": [ "A workflow engine", "Full-text search infra", "Dedicated CDN rules" ], "monitor": [ "Edge function IDLE_TIMEOUT rate", "AI cost per generation", "Duplicate-slug regressions" ], "triggers_to_change": [ "p95 breach on Blueprint detail > 800ms", "≥ 3 IDLE_TIMEOUTs/day sustained" ], "acceptable_debt": [ "Client-owned job orchestration", "localStorage-backed UI state" ], "dangerous_debt": [ "Missing RLS on any public table", "Ungrounded AI in customer-visible surfaces" ] }, { "phase": "Stabilization", "build": [ "Automated smoke test per blueprint on cache invalidation", "Per-slug retention + audit trail export", "Contract tests for every edge function" ], "avoid": [ "Premature module extraction" ], "defer": [ "Multi-tenant admin console" ], "monitor": [ "SLO burn rate", "Cost per blueprint per week" ], "triggers_to_change": [ "A single blueprint accounts for > 30% of AI spend" ], "acceptable_debt": [ "Manual runbook execution for rare failures" ], "dangerous_debt": [ "Untested rollback path", "Backups without a restore drill" ] }, { "phase": "Growth", "build": [ "Optional workflow engine adapter behind the current queue interface", "Read replica for Postgres if analytics queries interfere", "Feature flags per capability module" ], "avoid": [ "Splitting Blueprint Core into services without SLO justification" ], "defer": [ "Real-time collaboration" ], "monitor": [ "Fan-out concurrency vs edge function limits" ], "triggers_to_change": [ "> 10 concurrent long jobs per blueprint", "New team joins with independent release cadence" ], "acceptable_debt": [ "Env-based feature flags" ], "dangerous_debt": [ "Skipping migration reviews", "Unaudited role grants" ] }, { "phase": "Scale", "build": [ "Extract Content Pipeline to a dedicated service if it dominates deploys", "Search index (Postgres FTS → dedicated) once FTS p95 breaches SLO" ], "avoid": [ "Microservices per blueprint" ], "defer": [ "Multi-region until a customer contract requires it" ], "monitor": [ "DB CPU + IO under peak", "Search p95" ], "triggers_to_change": [ "Regional compliance contract signed" ], "acceptable_debt": [ "Single-region deployment" ], "dangerous_debt": [ "Unbounded audit trail growth", "Missing DR drill evidence" ] }, { "phase": "Enterprise/Compliance", "build": [ "Formal SOC 2 evidence pipeline (access reviews, change management)", "Tenant-scoped encryption keys where regulation requires", "DR drill quarterly with restore proof" ], "avoid": [ "Custom compliance frameworks; ride managed platform attestations" ], "defer": [ "FedRAMP unless a customer commits" ], "monitor": [ "Access review completion", "Restore-test success rate" ], "triggers_to_change": [ "Signed contract with SOC 2 clause", "PHI/PII scope change" ], "acceptable_debt": [ "Manual quarterly access review with checklist" ], "dangerous_debt": [ "Ad-hoc admin access without approval trail" ] } ], "anti_overengineering": { "flagged": [ { "item": "Introducing Kubernetes", "why": "Team size + workload shape don't justify it.", "simpler": "Managed Cloud primitives." }, { "item": "Adopting microservices", "why": "Single deploy cadence + shared audit boundary.", "simpler": "Modular monolith with edge functions." }, { "item": "Adopting a vector DB", "why": "Sources are small + structured; deterministic retrieval works.", "simpler": "Direct source fetch + Postgres FTS." }, { "item": "Adopting event sourcing", "why": "Audit trail table already provides the needed reconstructibility.", "simpler": "Append-only audit_trail + snapshots." }, { "item": "Multi-region from day one", "why": "No customer contract requires it.", "simpler": "Single region + documented DR plan." }, { "item": "Custom workflow engine", "why": "In-app queue covers current concurrency needs.", "simpler": "blueprintJobQueue with backoff." }, { "item": "Premature message queue", "why": "In-app queue + audit trail cover the fan-out cases.", "simpler": "Keep blueprintJobQueue; revisit at 10x volume." }, { "item": "Custom auth", "why": "Managed OAuth + user_roles cover the model.", "simpler": "Cloud Auth + user_roles table." }, { "item": "Premature caching layer", "why": "React Query covers the read-heavy paths.", "simpler": "React Query + HTTP cache headers." }, { "item": "Data warehouse", "why": "No analytics contract; Postgres analytics queries suffice.", "simpler": "Read replica if the primary is hurt." } ] }, "risks": [ { "risk": "Edge function IDLE_TIMEOUT on long generations", "likelihood": "moderate", "impact": "high", "mitigation": "Per-document endpoints + client-side retries with exponential backoff.", "detection": "Smoke test runner + diagnostics drawer flags IDLE_TIMEOUT.", "owner": "engineering", "escalation": "Sustained > 3/day for one blueprint → open incident.", "fallback": "Fall back to last-known-good cached artifact; pause auto-generation for the affected blueprint.", "category": "technical" }, { "risk": "Duplicate slugs in SEED causing UI regressions", "likelihood": "moderate", "impact": "moderate", "mitigation": "mergedSeed dedupes by slug; add lint on SEED at build time.", "detection": "React duplicate-key warning; per-slug uniqueness assertion in tests.", "owner": "engineering", "escalation": "Ship-block if reproduced on main.", "fallback": "Runtime dedupe in mergedSeed keeps first occurrence.", "category": "technical" }, { "risk": "Ungrounded AI output shipped to microsite", "likelihood": "low", "impact": "high", "mitigation": "Citation-first prompts; integrity check gates Seed Articles view.", "detection": "Integrity report failing count > 0 blocks display.", "owner": "engineering", "escalation": "Any customer-visible ungrounded claim → rollback the blueprint.", "fallback": "Auto-hide the article + surface owner action to regenerate with stricter prompt.", "category": "product" }, { "risk": "Cross-tenant data leak via missing RLS on new table", "likelihood": "low", "impact": "critical", "mitigation": "Every CREATE TABLE ships with GRANT + ENABLE RLS + policies in the same migration.", "detection": "Security scanner + migration checklist.", "owner": "engineering", "escalation": "Immediate lockdown + audit.", "fallback": "Revoke Data API grants on affected table; restore from PITR if data was modified.", "category": "security" }, { "risk": "AI cost runaway on a single blueprint", "likelihood": "moderate", "impact": "moderate", "mitigation": "Per-slug rate limits + smoke-test cache + concurrency cap in UI.", "detection": "Cost monitoring dashboard; per-blueprint spend alert at 3x baseline.", "owner": "SRE", "escalation": "Auto-pause generation; require manual re-enable.", "fallback": "Disable AI for the offending blueprint via feature flag; serve last-known-good.", "category": "cost" }, { "risk": "AI provider outage or model deprecation", "likelihood": "moderate", "impact": "moderate", "mitigation": "Per-capability fallback model + retry with backoff; abstract via Lovable AI Gateway.", "detection": "Elevated 5xx or empty completions; smoke test failing across blueprints.", "owner": "engineering", "escalation": "Sustained > 30 min → switch fallback model; notify owners.", "fallback": "Serve cached artifacts + disable AI-only capabilities until restored.", "category": "vendor" }, { "risk": "Compliance evidence gap during audit", "likelihood": "low", "impact": "high", "mitigation": "Evidence-first release gate + audit trail export from UI.", "detection": "Missing audit entries surfaced in periodic reconciliation report.", "owner": "legal", "escalation": "Brand counsel-visible gap → incident + disclosure per policy.", "fallback": "Freeze affected blueprint's release state; produce backfill evidence pack.", "category": "compliance" }, { "risk": "Solo/small-team key-person dependency", "likelihood": "moderate", "impact": "high", "mitigation": "Deterministic DNA modules keep decisions in code, not in one head; runbooks per capability.", "detection": "Bus-factor review each quarter.", "owner": "owner", "escalation": "> 1 critical path with no backup → hire or contract.", "fallback": "Freeze non-critical changes; document current state before further work.", "category": "team" }, { "risk": "Audit trail gaps on release decisions", "likelihood": "low", "impact": "critical", "mitigation": "Every mutation writes audit entry in the same transaction.", "detection": "Audit trail row count vs mutation count reconciliation.", "owner": "engineering", "escalation": "Brand counsel-visible gap → incident + disclosure.", "fallback": "Reconstruct from Postgres WAL + application logs; disclose per compliance policy.", "category": "compliance" } ], "rules": [ "Keep business logic out of UI components — derivations live in lib/*, panels only render.", "Do not introduce a new service without a clear owner and a scaling reason.", "All external integrations must have retries, timeouts, and failure handling.", "All sensitive actions must be auditable in the same transaction that performs them.", "All background jobs must be idempotent.", "All APIs must return the normalized error envelope.", "All tenant-scoped queries must enforce tenant isolation via RLS — never trust the client.", "All expensive AI calls must be logged, capped, and observable.", "All schema changes must be reversible or safely migratable — no destructive drops without a rollout plan.", "All critical workflows must have observability: correlationId, phase timings, retry timeline.", "Every public table ships with GRANT + ENABLE RLS + policies in the same migration.", "Every AI span carries a citation; no citation, no ship.", "Every destructive action requires typed confirmation." ], "audit": { "product_fit": "Architecture matches an evidence-first, regulated-adjacent workflow product per blueprint.", "simplicity": "One shell, one DB, edge functions for bursts — near the simplicity floor for the product's ambitions.", "security": "RLS + role table + audit trail; meets ASVS L1 baseline.", "reliability": "SLOs defined; per-module degradation; retries + diagnostics in place.", "scalability": "Horizontal by blueprint count is the growth axis; per-blueprint scaling is comfortably in headroom.", "maintainability": "Deterministic derivations (Design DNA, Architecture DNA) keep per-vertical drift out of components.", "performance": "p95 target 600ms is realistic on Cloud edge with warm cache.", "cost": "Idle-to-zero for cold blueprints; per-blueprint attribution keeps AI spend controllable.", "compliance": "Domain-specific (agency disclosures, attestation signers, retention schedules)", "dx": "Single stack (React + Vite + Tailwind + Cloud); new blueprint reaches microsite state in one session.", "ops_burden": "Managed platform absorbs infra ops; SRE work is limited to SLO watch + runbooks.", "extensibility": "New capability = new edge function + new Runtime tab entry; no shell changes required.", "team_suitability": "Fits a small team; every added component must retire an older one.", "time_to_market": "New blueprint reachable to validation-microsite state within one working session.", "recommendation": { "style": "modular monolith", "stack": "React + Vite + TypeScript + Tailwind + shadcn on the client; Deno edge functions + managed Postgres (RLS) + object storage on the server; Lovable AI Gateway (unused in this vertical).", "hosting": "Lovable Cloud managed hosting; preview + production environments; edge functions co-deploy with the app.", "database": "Managed Postgres with RLS + JSONB; PITR enabled for critical-tier tenants.", "auth": "Managed OAuth (Google default) + user_roles table + has_role() SECURITY DEFINER referenced from RLS policies.", "integrations": "GitHub (public read) for sync + sources; Lovable AI Gateway for LLM calls; Cloud Storage for artifacts. No third-party CRM/email/SMS at MVP.", "ai_approach": "No AI at MVP for this vertical; revisit only when a scoped generation task with clear sources appears.", "build_first": [ "Blueprint Core (evidence + release gate) — vertical-agnostic.", "Content Pipeline (sources → articles → integrity) — required for any evidence claim.", "Sync + rollback — required to safely onboard the network." ], "avoid": [ "Any per-blueprint deploy pipeline.", "Autonomous AI agents that mutate data without owner confirmation.", "Bespoke workflow engines before the in-app queue is exhausted." ], "revisit_later": [ "Workflow engine adoption when > 10 concurrent long jobs per blueprint.", "Search index dedicated infra when Postgres FTS p95 breaches SLO.", "Multi-region on the first residency-bound contract." ], "biggest_risks": [ "Missing RLS on a new public table (critical).", "Ungrounded AI output reaching a customer-visible surface.", "AI cost runaway on a single blueprint.", "Solo/small-team key-person dependency." ], "first_10_steps": [ "Confirm managed OAuth + user_roles table + has_role() function are in place.", "Enable RLS + policies on every existing public table; add the migration checklist to CI.", "Wire correlationId end-to-end across every edge function call.", "Ship the smoke test runner as a required post-deploy gate.", "Enable PITR + schedule the first restore drill on the calendar.", "Add per-slug AI budget caps and cost dashboards.", "Enforce evidence-first release gate for every blueprint.", "Set SLO burn-rate alerts on the top 3 SLIs.", "Document the per-capability runbook (retry, cancel, invalidate).", "Publish this Architecture DNA per blueprint as part of the release evidence pack." ], "top_10_rules": [ "Every public table ships with GRANT + RLS + policies in the same migration.", "Every mutation writes an audit entry in the same transaction.", "Every AI span carries a citation; no citation, no ship.", "Every long AI call is per-item, never monolithic.", "Every edge function call carries a correlationId end-to-end.", "Every retry uses exponential backoff + jitter with a hard attempt cap.", "Every destructive action requires typed confirmation.", "No microservice extraction without a divergent SLO.", "No new dependency without a supply-chain scan.", "Signature element (Disclosure-ledger tabs with brand chip) and accent (evergreen-amber) are network invariants — respect them." ] } } }, "design": { "slug": "ab1305-vcm-disclosure-engine", "archetypes": [ "compliance/regulatory tool", "workflow tool", "operations system" ], "user_mindset": { "goals": "Produce a statute-complete packet under a claim-cycle deadline.", "session_length": "Bursty around individual claim launches and Annual Refresh cycles; otherwise review-oriented, spread across the year rather than seasonally concentrated.", "confidence": "Expert users; will not accept opaque AI output.", "interface_needs": "Print-parity layouts, citation chains, freeze/approval states." }, "posture": [ "authoritative", "trustworthy", "operational" ], "density": "compact", "trust_level": { "tier": "high", "sensitive_domains": [ "disclosures", "brand marketing data", "brand counsel communications" ], "implications": [ "Every destructive action confirmed with typed intent, never a single-click.", "Errors carry remediation copy + owner, not just a message.", "Focus rings visible on every interactive element (WCAG 2.2 AA minimum).", "Named signer on any outbound artifact.", "Explicit unsaved-changes gate on nav." ] }, "differentiation": { "avoid": [ "Material Design defaults", "shadcn stock look (unstyled cards + amber ring)", "Purple/indigo gradient heroes", "Stripe/Linear/Notion mimicry", "Vertical cliché: Cartoon shield mascots" ], "strategy": "Anchor on the evidence-ledger tabs with brand chip as the recurring signature element; every page must include it at least once. Reserve the evergreen/amber accent for evidence/status signals only." }, "territories": [ { "name": "Evidence Ledger", "color_mood": "evergreen + warm amber", "typography": "Georgia Serif + Inter", "density": "tabbed ledger", "component_feel": "compliance form set", "motion": "tab-first", "fits": "brand counsel parity", "risks": "bureaucratic feel" }, { "name": "Claim Atlas", "color_mood": "map ink + evergreen", "typography": "Neue Haas Grotesk", "density": "map-driven", "component_feel": "atlas + rules", "motion": "map pan", "fits": "multi-brand portfolios", "risks": "requires geo data" }, { "name": "Refresh Timeline", "color_mood": "evergreen + amber", "typography": "Inter", "density": "timeline", "component_feel": "gantt of duties", "motion": "scroll-sync", "fits": "recurring annual refresh", "risks": "gantt fatigue" } ], "chosen_territory": "Evidence Ledger", "chosen_rationale": "The disclosure pack is the deliverable; the ledger metaphor keeps every screen artifact-shaped and evidence-first.", "prioritized_components": [ { "name": "Brand chip", "why": "scope is always per-brand" }, { "name": "Claim card w/ statute routing", "why": "primary work unit" }, { "name": "Disclosure pack assembler", "why": "output is a bundle" } ], "patterns": [ { "name": "Brand switcher", "description": "Global scope selector; every query respects it." }, { "name": "Disclosure sign-off", "description": "Named signer with attestation copy." } ], "states": [ "default", "hover", "active", "focus", "disabled", "loading", "skeleton", "empty", "error", "warning", "success", "offline", "permission-denied", "partial-data", "syncing", "unsaved-changes", "ai-generating" ], "localization": [ "Copy budgets assume +35% expansion for DE/FR translations.", "RTL mirror verified for AR/HE (icons flipped, numerals kept LTR).", "Dates/times/currencies use Intl APIs, never hardcoded formats.", "Touch targets ≥ 44px; keyboard tab order matches visual order.", "Density modes: comfortable (default), compact (power users), spacious (accessibility)." ], "uniqueness_audit": { "app_specific_decisions": [ "Evidence-ledger tab motif", "Statute-routing chip discipline" ], "cliches_avoided": [ "Shield mascots", "Green-check compliance theatre" ], "scale_notes": "New blueprints inherit the network shell but MUST declare their own signature element, accent role, and anti-reference before they can be marked ready. Enforced by the release gate." }, "tokens": { "brand": "155 43% 21%", "brand-fg": "49 35% 94%", "surface": "43 47% 97%", "ink": "214 15% 9%", "muted": "206 15% 27%", "accent": "36 89% 38%" }, "type": { "display": "Georgia, 'Times New Roman', serif", "body": "system-ui, -apple-system, 'Segoe UI', Roboto, sans-serif", "fonts_url": "" }, "signature": { "motif": "Evidence-ledger tabs · brand chip", "render": "ledger-tabs" } }, "seo": { "slug": "ab1305-vcm-disclosure-engine", "archetype": "statute-fluent authority site", "archetype_impact": "Search fit is a statute-fluent authority site. That means depth over breadth: each page cites the specific rule/section it addresses, and thin variants are refused.", "authority_dna": { "site_archetype": "statute-fluent authority site", "monetization_model": "B2B lead → Exposure Memo → paid completeness pack engagement (not ad revenue; not affiliate).", "main_search_intents": [ "informational", "commercial" ], "topical_authority_opportunity": "Own the \"VCM claimants Climate-Claim Disclosure\" topic cluster by covering Health & Safety Code §§44475, 44475.1, 44475.2, and 44475.3 end-to-end — window math, the applicable §44475.2 elements, evidence coverage, claim-escalation statements, and distribution evidence.", "local_seo_opportunity": "Not justified: buyers search by statute/form, not by city. Do not build /city/ pages.", "global_national_opportunity": "National (US-first) is the primary market. International only if the brand counsel itself is cross-border (e.g., EU AI Act, VAT, CBP).", "easiest_ranking_path": "Long-tail, statute-specific how-to and edge-case queries (window math, percent-funded reconciliation, variable assessments) where the SERP is outdated law-firm alerts and PDFs.", "hardest_ranking_path": "Head terms like \"VCM claimants software\" — dominated by aged vendor domains. Defer until authority accrues.", "trust_credibility_requirements": [ "Named human authors with role + credentials", "Rule / statute / agency citations on every claim", "Last-reviewed date + change log on regulatory pages", "Direct links to primary agency source (not aggregators)", "Expert reviewer attribution on YMYL pages" ], "ymyl": true, "expert_review_needed": true, "site_structure": "Authority hub + narrow high-intent service page + linkable evidence assets. Not a directory. Not a marketplace.", "seo_moat": "always-current rule-mapped pages with change-log timestamps" }, "search_market": { "primary_markets": [ "VCM claimants climate-claim disclosure workflow", "health and safety code 44475.2 Disclosure Pack" ], "secondary_markets": [ "VCM claimants annual claims disclosure page", "claim evidence file disclosure", "evidence coverage disclosure" ], "low_competition_subtopics": [ "VCM claimants climate-claim disclosure edge cases", "Disclosure Pack exception handling", "variable assessment Disclosure Pack" ], "high_commercial_intent": [ "Disclosure Pack preparation service", "VCM claimants disclosure outsourcing", "climate-claim disclosure service california", "Disclosure Pack production desk" ], "informational": [ "what is the claim inventory and disclosure summary", "health and safety code 44475.1 annual claims disclosure page explained", "what does evidence coverage mean VCM claimants" ], "local_intent": [ "[PLACEHOLDER] owner to complete" ], "transactional": [ "Disclosure Pack preparation pricing", "VCM claimants claim-cycle exposure memo", "climate-claim disclosure pack demo" ], "comparison": [ "Disclosure Pack service vs VCM claimants software templates", "GreenClaimDesk alternatives" ], "problem_solution": [ "how to complete the health and safety code 44475.2 form", "annual claims disclosure page missing the 44475.1(b) statement", "evidence coverage does not match the claim evidence file" ], "near_me": [ "[PLACEHOLDER] owner to complete" ], "long_tail": [ "Disclosure Pack for phased communities with variable assessments", "health and safety code 44475.2 form step by step for a december claim-trigger anniversary" ], "questions": [ "what is required in the VCM claimants annual claims disclosure page?", "when must the annual claims disclosure page be distributed?", "what happens if the Disclosure Pack is incomplete?", "can the Compliance Owner raise assessments without a member vote?" ], "emerging": [ "AI-assisted Disclosure Pack preparation", "automated climate-claim disclosure completeness checks" ], "seasonal": [ "VCM claimants claim cycle checklist", "annual claims disclosure page deadline december claim-trigger anniversary" ], "underserved_serps": [ "VCM claimants climate-claim disclosure edge cases", "Disclosure Pack exception handling" ], "weak_serps": [ "Disclosure Pack checklist", "annual claims disclosure page distribution deadline" ], "forum_dominated_serps": [ "what happens if an VCM claimants misses the claims disclosure page deadline", "VCM claimants claim escalation 5 percent limit" ], "winnable_authoritative_serps": [ "VCM claimants climate-claim disclosure definitive guide", "health and safety code 44475.2 Disclosure Pack requirements" ], "avoid_initially": [ "VCM claimants software", "VCM claimants management platform", "claim evidence file software" ], "easy_wins": [ "VCM claimants climate-claim disclosure edge cases", "Disclosure Pack checklist", "health and safety code 44475.2 requirements" ], "moderate": [ "VCM claimants climate-claim disclosure definitive guide", "climate-claim disclosure audit-readiness" ], "long_term_plays": [ "VCM claimants disclosure software", "climate-claim disclosure for large portfolios" ], "do_not_pursue": [ "generic \"how to start an VCM claimants management business\" content", "celebrity or trend-jacking posts", "national VCM claimants content outside California" ] }, "keyword_clusters": [ { "primary": "health and safety code 44475.2 Disclosure Pack requirements", "related": [ "claim inventory and disclosure summary form", "§44475.1(b) annual claims disclosure page requirements" ], "intent": "commercial", "user_problem": "Claim cycle is coming and the packet elements are scattered", "funnel": "BOFU", "business_value": "high", "ranking_difficulty": "medium", "conversion_potential": "high", "content_effort": "medium", "serp_weakness": "SERP dominated by outdated law-firm alerts and PDFs", "local_relevance": "low", "global_relevance": "high", "suggested_page_type": "Pillar / evidence guide", "reason": "High buyer intent + weak SERP + our unique proof", "priority_score": 17, "priority": "P0", "bucket": "easy-win" }, { "primary": "Disclosure Pack vs VCM claimants software templates", "related": [ "Disclosure Pack service alternatives", "VCM claimants disclosure comparison" ], "intent": "commercial", "user_problem": "Evaluating a done-for-you desk against the software template", "funnel": "BOFU", "business_value": "high", "ranking_difficulty": "medium", "conversion_potential": "high", "content_effort": "medium", "serp_weakness": "Weak — mostly self-serving vendor pages", "local_relevance": "low", "global_relevance": "high", "suggested_page_type": "Comparison page (honest, evidence-based)", "reason": "Late-funnel intent with weak competition", "priority_score": 17, "priority": "P0", "bucket": "easy-win" }, { "primary": "VCM claimants climate-claim disclosure checklist", "related": [ "Disclosure Pack checklist", "§44475.1(b) completeness checklist" ], "intent": "informational", "user_problem": "Manager needs a per-brand completeness check", "funnel": "MOFU", "business_value": "medium", "ranking_difficulty": "low", "conversion_potential": "medium", "content_effort": "low", "serp_weakness": "Checklist SERPs are thin listicles without statute citations", "local_relevance": "low", "global_relevance": "high", "suggested_page_type": "Resource / lead magnet page", "reason": "Easy win + strong lead-magnet fit", "priority_score": 14, "priority": "P0", "bucket": "easy-win" }, { "primary": "annual claims disclosure page distribution deadlines", "related": [ "§44475.3(b) 30–90 day window", "december claim-trigger anniversary disclosure dates" ], "intent": "informational", "user_problem": "Window math across a portfolio of claim-trigger anniversaries", "funnel": "TOFU", "business_value": "medium", "ranking_difficulty": "low", "conversion_potential": "medium", "content_effort": "low", "serp_weakness": "Deadline SERPs are stale and rarely show the window math", "local_relevance": "low", "global_relevance": "high", "suggested_page_type": "Data table page (updated quarterly)", "reason": "Recurring seasonal traffic + easy freshness moat", "priority_score": 14, "priority": "P0", "bucket": "easy-win" }, { "primary": "VCM claimants climate-claim disclosure edge cases", "related": [ "variable assessment Disclosure Pack", "phased community climate-claim disclosure" ], "intent": "informational", "user_problem": "The form does not fit the brand’s structure", "funnel": "MOFU", "business_value": "medium", "ranking_difficulty": "low", "conversion_potential": "medium", "content_effort": "medium", "serp_weakness": "Nobody covers edge cases with worked examples", "local_relevance": "low", "global_relevance": "high", "suggested_page_type": "How-to cluster page", "reason": "Easy win + high assist to product page", "priority_score": 13, "priority": "P0", "bucket": "easy-win" }, { "primary": "VCM claimants disclosure software", "related": [ "Disclosure Pack automation", "climate-claim disclosure tools" ], "intent": "commercial", "user_problem": "Choosing tooling vs outsourcing production", "funnel": "BOFU", "business_value": "high", "ranking_difficulty": "high", "conversion_potential": "high", "content_effort": "high", "serp_weakness": "Vendor-dominated but reviewable with honest comparisons", "local_relevance": "low", "global_relevance": "high", "suggested_page_type": "Product page (defer)", "reason": "Long-term play — do not chase before authority is built", "priority_score": 9, "priority": "P1", "bucket": "medium" }, { "primary": "VCM claimants climate-claim disclosure definitive guide", "related": [ "ab 1305 climate-claim disclosure guide", "ab 1305 disclosure pack guide" ], "intent": "informational", "user_problem": "Needs the whole obligation explained end-to-end", "funnel": "TOFU", "business_value": "medium", "ranking_difficulty": "medium", "conversion_potential": "low", "content_effort": "high", "serp_weakness": "No single current, primary-source-cited guide exists", "local_relevance": "low", "global_relevance": "high", "suggested_page_type": "Pillar page", "reason": "Anchors topical authority for the whole cluster", "priority_score": 7, "priority": "P1", "bucket": "medium" } ], "topical_authority_map": { "core_topics": [ "VCM claimants Climate-Claim Disclosure — definitive guide", "Health & Safety Code §44475.2/§44475.1 evidence & completeness", "Statute library" ], "pillars": [ { "name": "VCM claimants Climate-Claim Disclosure — definitive guide", "core_intent": "informational", "audience": "brand compliance owners, portfolio directors, brand finance teams", "conversion_goal": "Newsletter / checklist download → later validation call", "supporting_pages": [ "VCM claimants Climate-Claim Disclosure explained", "VCM claimants Climate-Claim Disclosure workflow step by step", "VCM claimants Climate-Claim Disclosure edge cases", "VCM claimants Climate-Claim Disclosure FAQs" ], "internal_links": [ "/product", "/rules/specific-federal-state-brand counsel-per-topic/", "/resources/checklist" ], "schema": [ "Article", "BreadcrumbList", "FAQPage (where genuine)" ], "evidence_needed": [ "Named reviewer", "Primary-source citations", "Worked example" ], "local_variants": [ "[PLACEHOLDER] owner to complete" ], "national_variants": [ "US-national (default)" ] }, { "name": "Health & Safety Code §44475.2/§44475.1 evidence & completeness", "core_intent": "commercial", "audience": "brand compliance owners, portfolio directors, brand finance teams", "conversion_goal": "Book validation call", "supporting_pages": [ "Health & Safety Code §44475.1/§44475.2 evidence requirements", "VCM claimants Climate-Claim Disclosure audit checklist", "Common VCM claimants Climate-Claim Disclosure evidence gaps" ], "internal_links": [ "/product", "/guides/ab1305-climate-claim-disclosure/", "/resources/evidence-checklist" ], "schema": [ "Article", "FAQPage", "BreadcrumbList", "HowTo (only for real workflow)" ], "evidence_needed": [ "Worked evidence artifact", "Brand counsel citation", "Reviewer credential" ], "local_variants": [], "national_variants": [ "US-national" ] }, { "name": "Statute library", "core_intent": "informational", "audience": "brand compliance owners, portfolio directors, brand finance teams", "conversion_goal": "Assisted conversion via internal linking", "supporting_pages": [ "Health & Safety Code §44475.1 — text and citations", "Health & Safety Code §44475.3(b) — text and citations", "Health & Safety Code §44475 — text and citations", "Health & Safety Code §44475.1 — text and citations", "Health & Safety Code §44475.2 — text and citations", "Health & Safety Code §44475.3(a) — text and citations", "Health & Safety Code §44475.3(a) — text and citations" ], "internal_links": [ "/guides/ab1305-climate-claim-disclosure/", "/product" ], "schema": [ "Article", "BreadcrumbList" ], "evidence_needed": [ "Primary source link", "Visited-on date", "Reviewer sign-off" ], "local_variants": [], "national_variants": [ "US-national" ] } ], "supporting_page_types": [ "definition / glossary", "how-to workflow", "edge-case handling", "rule-change explainer", "worked example", "FAQ", "comparison (only when honest)", "case study (only with permission)", "evidence artifact / template", "brand counsel update log" ] }, "site_architecture": { "homepage_strategy": "Above-the-fold: one-sentence purpose + primary CTA (validation call). Below: 3 problem-cards linking to pillars, 1 evidence-asset teaser, 1 authority statement with named reviewer.", "main_nav": [ "Product", "How it works", "Pillars", "Resources", "About", "Contact" ], "footer_nav": [ "Editorial policy", "Contact", "Privacy", "Terms", "Sitemap", "Changelog" ], "hubs": [ { "name": "Product / service", "url": "/product", "purpose": "High-intent commercial page" }, { "name": "Guides pillar", "url": "/guides", "purpose": "Topical authority hub" }, { "name": "Rule library", "url": "/rules", "purpose": "Entity/regulation reference" }, { "name": "Resources", "url": "/resources", "purpose": "Linkable assets (templates, checklists)" }, { "name": "Changelog", "url": "/changelog", "purpose": "Freshness + trust signal" } ], "url_patterns": [ "/product", "/guides/[topic]/", "/guides/[topic]/[subtopic]/", "/rules/[brand counsel]/[rule]/", "/resources/[asset]/", "/compare/[a]-vs-[b]/", "/glossary/[term]/" ], "avoid_url_patterns": [ "/[city]/[service]/ (no local intent for this buyer)", "/blog/[year]/[month]/[slug]/ (dated slugs decay CTR)", "/tag/[tag]/ (thin archive pages)", "Any duplicate /service/ and /solutions/ trees" ] }, "global_national": { "national_clusters": [ "VCM claimants Climate-Claim Disclosure — definitive guide", "Health & Safety Code §44475.1/§44475.2 compliance workflow", "VCM claimants Climate-Claim Disclosure evidence checklist", "disclosure audit-readiness" ], "linkable_assets": [ "Evidence checklist (downloadable, gated by email is OK)", "Rule-to-artifact mapping table (HTML + PDF)", "Change-log / brand counsel update tracker", "Worked example (redacted real case)" ], "original_research_ideas": [ "Annual VCM claimants Climate-Claim Disclosure readiness benchmark (survey of ~50 operators)", "Cost-of-non-compliance calculation for disclosure", "State-by-state variation index (where applicable)" ], "international_needed": false, "international_notes": "Not needed. US-first. Do not build hreflang variants." }, "local_seo": { "justified": false, "reason": "Buyers search by statute/form, not by city. Local pages would be doorway pages.", "gbp_categories_primary": [ "[PLACEHOLDER] owner to complete" ], "gbp_categories_secondary": [ "[PLACEHOLDER] owner to complete" ], "location_page_rules": [ "Do not build location pages for this blueprint." ], "citations": [ "[PLACEHOLDER] owner to complete" ], "review_strategy": "Reviews are not a Local ranking factor here; use G2/Capterra + case studies instead.", "local_schema": [ "[PLACEHOLDER] owner to complete" ] }, "programmatic": { "recommended": false, "reason": "Programmatic pages almost always become doorway pages in regulated niches. Prefer a small number of deeply-researched pages.", "rules": [ "Only allowed for genuinely differentiated data (e.g., a state-by-state rule table where each state truly differs)", "Every programmatic page must include: unique data field + unique local/regulatory content + human review before publish", "noindex until minimum quality threshold met", "Rel=canonical to the pillar when a page falls below threshold" ], "per_page_requirements": [ "≥1 unique data point not present on sibling pages", "≥1 unique paragraph of human-written analysis", "Verified last-reviewed date" ], "quality_gates": [ "Editorial review before indexation", "Quarterly re-review or noindex", "Automated thin-content detector (<300 words unique) blocks publish" ] }, "page_templates": [ { "page_type": "Homepage", "purpose": "State the offer + route to validation call.", "target_intent": "commercial", "url_pattern": "/", "h1_pattern": "[One-sentence purpose]", "title_pattern": "[Brand] — [One-sentence purpose]", "meta_description_pattern": "One sentence outcome + CTA verb. ≤ 155 chars.", "above_the_fold": [ "H1", "Sub-headline (audience + outcome)", "Primary CTA (validation call)", "1 trust chip (reviewer / cite)" ], "outline": [ "Problem framing", "3 pillar cards", "Evidence asset teaser", "Named reviewer statement", "Contact" ], "internal_links": [ "/product", "/guides", "/resources", "/about" ], "conversion_elements": [ "Calendar CTA", "Checklist download secondary" ], "schema": [ "Organization", "WebSite", "SearchAction" ], "trust_elements": [ "Reviewer name", "Editorial policy link" ], "media": [ "Original workflow diagram (SVG)" ], "faq_opportunities": [ "Top 3 buyer questions" ], "cta_strategy": "Above-the-fold soft + end-of-page primary", "quality_requirements": [ "Loads < 2.5s LCP", "Named reviewer visible" ], "anti_thin_rules": [ "No stock hero", "No generic 'we help X do Y' filler" ] }, { "page_type": "Pillar page", "purpose": "Anchor a topic cluster with a definitive explanation.", "target_intent": "informational", "url_pattern": "/guides/[topic]/", "h1_pattern": "[Topic] — Definitive Guide", "title_pattern": "[Topic] — Definitive Guide | [Brand]", "meta_description_pattern": "Definition + what the reader will learn + reviewer credential.", "above_the_fold": [ "H1", "40–60 word definition block", "TOC", "Last-reviewed date + reviewer" ], "outline": [ "Definition", "Who this applies to", "Workflow", "Rules & citations", "Edge cases", "FAQs", "Related pages" ], "internal_links": [ "Cluster sub-pages", "Rule library", "Product" ], "conversion_elements": [ "End-of-page checklist download", "Sidebar validation call CTA" ], "schema": [ "Article", "BreadcrumbList", "FAQPage (only real FAQs)" ], "trust_elements": [ "Named author + reviewer", "Primary source cites" ], "media": [ "Original diagrams", "Rule comparison table" ], "faq_opportunities": [ "Real questions from practitioners" ], "cta_strategy": "Assist conversion via internal link to product; primary CTA end-of-page.", "quality_requirements": [ "≥ 1500 words unique", "≥ 3 primary sources cited", "Reviewer credential visible" ], "anti_thin_rules": [ "No listicles padded with keyword variants", "No AI-generated body" ] }, { "page_type": "How-to cluster page", "purpose": "Answer a specific workflow question inside a cluster.", "target_intent": "informational", "url_pattern": "/guides/[topic]/[subtopic]/", "h1_pattern": "[Specific action or question]", "title_pattern": "[Specific action] — [Pillar topic] | [Brand]", "meta_description_pattern": "Concrete outcome + who it applies to + one caveat.", "above_the_fold": [ "H1", "Direct answer paragraph", "Numbered steps preview" ], "outline": [ "Direct answer", "Steps", "Edge cases", "Common mistakes", "Related pages" ], "internal_links": [ "Pillar page", "Sibling clusters", "Product" ], "conversion_elements": [ "End-of-page checklist download", "Related tool link" ], "schema": [ "Article", "HowTo (only if real workflow)", "BreadcrumbList" ], "trust_elements": [ "Named author", "Reviewer for YMYL" ], "media": [ "Screenshots of the actual workflow" ], "faq_opportunities": [ "Follow-up questions" ], "cta_strategy": "Contextual link to product mid-page; primary CTA end-of-page.", "quality_requirements": [ "Unique steps not duplicated from pillar", "Reviewer date visible" ], "anti_thin_rules": [ "No spun variants of the pillar" ] }, { "page_type": "Product / service page", "purpose": "Convert commercial intent.", "target_intent": "commercial", "url_pattern": "/product", "h1_pattern": "[Outcome-focused headline]", "title_pattern": "[Brand] — [Outcome]", "meta_description_pattern": "State the outcome + primary CTA verb.", "above_the_fold": [ "H1", "Sub-headline", "Primary CTA", "Trust chip" ], "outline": [ "Problem", "How we solve it", "Proof / worked example", "Objection handling", "FAQ", "CTA" ], "internal_links": [ "Case study", "Pillar guide", "Evidence checklist" ], "conversion_elements": [ "Calendar", "Secondary checklist" ], "schema": [ "Service or SoftwareApplication (whichever fits)", "Organization", "FAQPage" ], "trust_elements": [ "Named reviewer", "Primary-source cites", "Contact info" ], "media": [ "Screenshot of the actual workflow, not marketing composites" ], "faq_opportunities": [ "Buyer objections" ], "cta_strategy": "Above-the-fold + repeated end-of-page", "quality_requirements": [ "Unique per audience segment (no doorway variants)" ], "anti_thin_rules": [ "No thin '/services/X/' spin-offs of the same page" ] }, { "page_type": "Rule / regulation reference page", "purpose": "Serve as the site's citation-grade reference for a specific rule.", "target_intent": "informational", "url_pattern": "/rules/[brand counsel]/[rule]/", "h1_pattern": "[Brand counsel] — [Rule] explained", "title_pattern": "[Rule] — [Brand counsel] Requirements | [Brand]", "meta_description_pattern": "What the rule requires + last-reviewed date.", "above_the_fold": [ "H1", "Definition", "Last-reviewed + reviewer" ], "outline": [ "What the rule says", "Who it applies to", "Deadlines", "Evidence required", "Change log" ], "internal_links": [ "Pillar guide", "Product" ], "conversion_elements": [ "Subscribe to change-log", "Sidebar validation call" ], "schema": [ "Article", "BreadcrumbList" ], "trust_elements": [ "Primary-source link", "Visited-on date", "Reviewer credential" ], "media": [ "Rule comparison table" ], "faq_opportunities": [ "Real practitioner questions" ], "cta_strategy": "Assist conversion via internal link", "quality_requirements": [ "Primary source link required", "Quarterly re-review" ], "anti_thin_rules": [ "No auto-generated rule scraping without human review" ] }, { "page_type": "Comparison page", "purpose": "Serve genuine BOFU comparison intent.", "target_intent": "commercial", "url_pattern": "/compare/[a]-vs-[b]/", "h1_pattern": "[A] vs [B] — Honest Comparison", "title_pattern": "[A] vs [B] | [Brand]", "meta_description_pattern": "Honest side-by-side + when to pick which.", "above_the_fold": [ "H1", "TL;DR verdict", "When-to-pick block" ], "outline": [ "Criteria", "Side-by-side table", "Where each wins", "Where each loses", "Recommendation" ], "internal_links": [ "Product", "Pillar guide" ], "conversion_elements": [ "Calendar CTA", "Evidence checklist" ], "schema": [ "Article", "BreadcrumbList" ], "trust_elements": [ "Disclose the reviewer's relationship to each option" ], "media": [ "Feature comparison table" ], "faq_opportunities": [ "'Which should I choose?' style" ], "cta_strategy": "End-of-page primary CTA to the fitting option", "quality_requirements": [ "Honest even when it hurts", "Disclose relationship" ], "anti_thin_rules": [ "No manufactured 'X vs Y' pages for every pair" ] }, { "page_type": "FAQ page", "purpose": "Aggregate genuine practitioner questions.", "target_intent": "informational", "url_pattern": "/faq", "h1_pattern": "FAQ", "title_pattern": "[Topic] FAQ | [Brand]", "meta_description_pattern": "Answers to the questions we hear most.", "above_the_fold": [ "H1", "Table of contents" ], "outline": [ "Grouped questions", "Each answer 40–120 words" ], "internal_links": [ "Relevant pillars and rule pages" ], "conversion_elements": [ "End-of-page CTA" ], "schema": [ "FAQPage (only for genuine FAQs visible on-page)" ], "trust_elements": [ "Named reviewer" ], "media": [], "faq_opportunities": [ "Real questions only — never invented" ], "cta_strategy": "Related-block links, not inline mid-answer", "quality_requirements": [ "No invented questions" ], "anti_thin_rules": [ "No 'is X the best' padding" ] }, { "page_type": "Glossary term page", "purpose": "Definition-grade authority for a single term.", "target_intent": "informational", "url_pattern": "/glossary/[term]/", "h1_pattern": "[Term]", "title_pattern": "[Term] — Definition | [Brand]", "meta_description_pattern": "Concise definition + who uses the term.", "above_the_fold": [ "H1", "40-word definition" ], "outline": [ "Definition", "Related terms", "Where it applies", "Common misuses" ], "internal_links": [ "Pillar", "Rule pages" ], "conversion_elements": [ "Sidebar related-tool link" ], "schema": [ "Article", "BreadcrumbList", "DefinedTerm" ], "trust_elements": [ "Cite the primary source of the definition" ], "media": [], "faq_opportunities": [], "cta_strategy": "Assist via internal link", "quality_requirements": [ "Never duplicate the pillar's intro" ], "anti_thin_rules": [ "No glossary spam" ] }, { "page_type": "Case study page", "purpose": "Concrete outcome-based proof.", "target_intent": "commercial", "url_pattern": "/case-studies/[slug]/", "h1_pattern": "[Outcome achieved for [customer type]]", "title_pattern": "Case Study — [Outcome] | [Brand]", "meta_description_pattern": "Concrete outcome + timeframe + method.", "above_the_fold": [ "H1", "Outcome metric", "Approved-for-publication chip" ], "outline": [ "Context", "Approach", "Outcome", "Reviewer quote" ], "internal_links": [ "Product", "Pillar guide" ], "conversion_elements": [ "End-of-page CTA" ], "schema": [ "Article", "BreadcrumbList" ], "trust_elements": [ "Named customer contact (with permission)" ], "media": [ "Redacted artifact screenshots" ], "faq_opportunities": [], "cta_strategy": "End-of-page primary CTA", "quality_requirements": [ "Written approval on file" ], "anti_thin_rules": [ "No fabricated case studies" ] } ], "on_page_rules": { "title_tag": "Pattern: [Primary keyword] — [Angle] | VCM claimants Climate-Claim Disclosure. ≤ 60 chars. Front-load the keyword. No clickbait.", "meta_description": "≤ 155 chars. State the specific outcome. Include a verb + a rule citation when applicable. No stuffing.", "headings": "One H1. H2s follow the workflow steps or the searcher's questions. H3s for edge cases. No decorative headings.", "intro": "First 100 words: define the topic in the searcher's language + name the specific rule/agency + preview what the page delivers.", "snippet_targeting": "Add a 40–60 word definition block and a numbered how-to block near the top for featured snippet + AI overview eligibility.", "tables_lists": "Use tables for rule comparisons, deadlines, and thresholds. Lists for steps. Never use tables for layout.", "images": "Original diagrams/screenshots preferred. Descriptive alt text. WebP. Explicit width/height. Never AI slop stock art.", "internal_links": "Every page: ≥3 contextual links up to pillar, ≥2 to sibling cluster pages, ≥1 to a commercial page.", "external_citations": "Cite the primary source (agency PDF / statute) — not aggregators — with the visited-on date.", "author_attribution": "Named author + role + linked bio page. Reviewer for YMYL.", "freshness": "Last-reviewed date at top; change log at bottom for brand counsel pages; quarterly review cadence.", "cta_placement": "Above the fold (soft), mid-page (contextual to the section), end-of-page (primary).", "mobile": "Single-column, tap targets ≥44px, no interstitials, no autoplay video.", "avoid": [ "Keyword stuffing", "AI-generated body copy without human edit", "Doorway variants", "Unsupported superlatives ('best', 'top-rated') without evidence", "Meta descriptions duplicated across pages", "Marking up invisible content in schema" ] }, "entity_seo": { "main_entities": [ "Disclosure Pack (Claim Inventory & Disclosure Summary)", "Health & Safety Code §44475.2", "Health & Safety Code §44475.1 annual claims disclosure page", "claim evidence file", "evidence coverage", "AB 1305 (Cal. Health & Safety Code §§44475-44475.3)", "claim-source evidence file", "claim escalation" ], "related_entities": [ "California VCM claimants claim cycle", "claim-trigger anniversary annual update window", "Level III claim evidence file update", "complete evidence set", "Compliance Owner assessment authority (§44475.3(a))" ], "people": [ "Named practitioners", "Reviewers", "Brand counsel referenced" ], "orgs": [ "California Air Resources Board (CARB)", "California Attorney General", "California Legislature (leginfo)", "California Secretary of State", "Verra (VCS registry)", "Gold Standard", "American Carbon Registry (ACR)", "Climate Action Reserve (CAR)" ], "tools": [ "Statute field map", "Disclosure Pack source-trace template", "Completeness checklist" ], "regulations": [ "Health & Safety Code §44475.1", "Health & Safety Code §44475.3(b)", "Health & Safety Code §44475", "Health & Safety Code §44475.1", "Health & Safety Code §44475.2", "Health & Safety Code §44475.3(a)", "Health & Safety Code §44475.3(a)" ], "problems": [ "Incomplete Disclosure Pack", "Lost §44475.3(a) assessment authority", "Stale claim evidence file", "Percent-funded mismatch" ], "solutions": [ "Completeness pack workflow", "Source-trace appendices", "Statute-mapped checklists" ], "processes": [ "Intake", "Statute field mapping", "Extraction & validation", "Analyst review", "Release", "Board adoption & distribution" ], "alternatives": [ "generic ESG software templates", "brand counsel drafting", "in-house spreadsheet production" ], "synonyms": [ "Disclosure Pack", "climate-claim disclosure summary", "annual claims disclosure page packet", "claim inventory and disclosure" ] }, "schema_strategy": [ { "type": "Organization", "where": "Site-wide in head", "required_fields": [ "name", "url", "logo", "sameAs" ], "caution": "Keep in sync with visible About / contact." }, { "type": "WebSite + SearchAction", "where": "Homepage", "required_fields": [ "name", "url", "potentialAction" ], "caution": "Only if on-site search actually exists." }, { "type": "BreadcrumbList", "where": "All hub / cluster / rule / glossary pages", "required_fields": [ "itemListElement" ], "caution": "Order must match visible breadcrumbs." }, { "type": "Article", "where": "Guides, pillars, rule pages", "required_fields": [ "headline", "author", "datePublished", "dateModified" ], "caution": "Author must exist as a real person." }, { "type": "FAQPage", "where": "Genuine FAQ pages only", "required_fields": [ "mainEntity[]" ], "caution": "Only mark up FAQs visible on the page." }, { "type": "HowTo", "where": "Real step-by-step workflows only", "required_fields": [ "name", "step[]" ], "caution": "Google narrowed HowTo eligibility; use sparingly." }, { "type": "Person", "where": "Author bio pages", "required_fields": [ "name", "jobTitle", "sameAs" ], "caution": "Credentials must be real and verifiable." } ], "internal_linking": { "pillar_to_cluster": "Pillar links to every direct cluster page in a curated section (not a mega-menu dump).", "cluster_to_pillar": "Every cluster page links back to its pillar in the intro and in-context.", "cluster_to_cluster": "Link between sibling clusters only where the user's next question naturally leads there.", "service_to_location": "Not applicable.", "faq_to_commercial": "Answer the question first, then link to the commercial page in a 'related' block — never inline mid-answer.", "breadcrumbs": "Structured breadcrumbs on all guide, rule, and glossary pages.", "anchor_text_rules": [ "Descriptive — match the target page's H1 concept", "Vary phrasing across links to the same target", "Never exact-match keyword stuffing", "Anchor must make sense read aloud" ] }, "technical_seo": { "crawlability": "Flat depth (≤3 clicks from homepage). No orphan pages. HTML sitemap on /sitemap.", "indexability": "Index all real content. noindex utility pages, thank-you pages, and gated-asset landing pages.", "sitemaps": "XML sitemap generated at build time. Split by section if > 5k URLs.", "robots": "robots.txt allows all; disallow /admin/, /api/. Reference sitemap.", "canonicals": "Self-referencing canonical on every page. Filter/sort variants canonical to the base.", "pagination": "Prefer 'load more' or a single long page; if paginated, use rel=next/prev semantics via internal linking.", "faceted_nav": "Not applicable for this blueprint (no product catalog).", "duplicate_control": "One URL per topic. Consolidate before publishing new variants. No www/non-www split.", "redirects": "301 for permanent moves; audit chains monthly; never 302 for SEO redirects.", "core_web_vitals": "LCP ≤ 2.5s, INP ≤ 200ms, CLS ≤ 0.1. Test with real-user monitoring.", "mobile": "Mobile-first design. No tap-target failures. No horizontal scroll.", "accessibility": "WCAG AA. Semantic HTML. Landmarks. Focus states. Alt text.", "js_seo": "Content in the initial HTML. Client hydration for interactivity only.", "rendering": "Static generation preferred; SSR only where personalized. Never client-only for indexable pages.", "gsc_setup": "Verify both www and apex; submit sitemap; monitor Coverage and Enhancements weekly.", "analytics_setup": "GA4 + server-side event stream. Consent Mode v2. Event schema documented.", "rank_tracking": "Semrush or Ahrefs project set to US database; track pillar + top-20 clusters weekly." }, "eeat": { "author_bios": "Every content page has a named author with role, credentials, and a linked author page.", "expert_reviewers": "Every YMYL page reviewed by a named expert with disclosed credentials.", "editorial_policy": "Public /editorial-policy page: sourcing rules, review cadence, correction policy.", "fact_checking": "Every statute/rule reference has a link + visited-on date; corrections dated and disclosed.", "credentials": [ "JD / CPA / MD / CISSP as applicable", "Bar admission or license number where public" ], "citations": "Cite primary sources (agency PDF, statute text). No citation of aggregator blogs.", "first_hand_proof": [ "Screenshots of the actual workflow", "Redacted worked examples", "Signed reviewer statement" ], "update_cadence": "Regulatory pages reviewed quarterly; commercial pages reviewed twice yearly.", "monetization_disclosure": "Public disclosure that leads convert to paid engagements; no undisclosed affiliate content.", "ymyl_notes": "This is YMYL. Language stays cautious ('may', 'depends on facts'); no legal/medical advice framing; disclaimer near CTA." }, "ai_search": { "principles": [ "Answer the exact question in the first paragraph", "Provide a 40–60 word extractable definition near the top", "Structured lists and tables for facts", "Cite named primary sources", "Author + reviewer names on-page" ], "tactics": [ "FAQPage schema for genuine FAQs (not stuffed)", "HowTo schema for real workflow pages", "Consistent entity naming across the site", "Concise summaries at the top of long guides" ], "do_not": [ "Write pages targeting AI systems instead of humans", "Insert hidden 'AI-only' content", "Create bespoke llms.txt / manifests that bypass normal quality", "Mass-generate answers to invented questions" ] }, "conversion": { "primary_cta": "Book a validation conversation (calendar link).", "secondary_cta": "Download the evidence checklist (email capture).", "lead_magnets": [ "VCM claimants Climate-Claim Disclosure evidence checklist (PDF)", "Rule-to-artifact mapping table", "Quarterly brand counsel change-log subscription" ], "trust_elements": [ "Named reviewer + credentials", "Rule citations visible on-page", "Change-log timestamps", "Contact + address in footer" ], "per_page_paths": [ { "page_type": "Homepage", "path": "Hero CTA → validation call. Secondary → guides pillar." }, { "page_type": "Pillar", "path": "TOC → deep sub-pages. End-of-page → validation call." }, { "page_type": "Cluster / how-to", "path": "In-content 'related tool' link → product. End-of-page → checklist download." }, { "page_type": "Product / service", "path": "Above-the-fold CTA → calendar. Objection-handling block → FAQ." }, { "page_type": "Rule page", "path": "Sidebar → related workflow (product). Bottom → subscribe to change-log." } ], "tracking": "GA4 events: cta_click, checklist_download, calendar_book. Server-side dedupe. Weekly funnel review." }, "link_earning": { "digital_pr_ideas": [ "Annual \"VCM claimants Climate-Claim Disclosure\" readiness benchmark report", "Cost-of-non-compliance calculator with a shareable result page", "Brand counsel-change tracker with an RSS feed" ], "original_research": [ "Small operator survey (n≥30) once per year", "State-by-state (or agency-by-agency) rule variation index" ], "directories": [ "G2 / Capterra category pages", "Industry brand member lists", "Brand counsel resource pages when eligible" ], "expert_contributions": [ "HARO / Qwoted / Featured expert responses", "Bylined articles in industry trade press", "Podcast interviews with practitioners" ], "partnerships": [ "Brand CLE / CPE sponsorships", "Co-authored guides with adjacent (non-competing) vendors" ], "avoid": [ "Paid link schemes", "PBNs", "Mass guest posting", "Fake reviews", "Reciprocal link exchanges" ] }, "roadmap_90d": [ { "phase": "Days 0–30: Foundation", "goal": "Establish trust + ship product page + first pillar.", "pages": [ "Homepage", "Product page", "Pillar: VCM claimants Climate-Claim Disclosure — definitive guide", "About + reviewer bio", "Editorial policy", "Contact" ], "keywords_targeted": [ "AB 1305 Climate-Claim Disclosure", "VCM claimants Climate-Claim Disclosure guide" ], "why_first": "Without a trust surface + a real product page, everything else is unmoored.", "difficulty": "medium", "business_value": "high", "required_assets": [ "Reviewer bio", "Editorial policy", "One workflow diagram" ], "internal_links": [ "Homepage ↔ Product ↔ Pillar" ], "conversion_goal": "First validation calls booked" }, { "phase": "Days 31–60: Topical authority core", "goal": "Publish the first cluster of 5–7 supporting pages under the pillar + evidence checklist lead magnet.", "pages": [ "VCM claimants Climate-Claim Disclosure edge cases", "VCM claimants Climate-Claim Disclosure workflow step by step", "VCM claimants Climate-Claim Disclosure FAQs", "Evidence checklist (lead magnet)", "distribution deadlines" ], "keywords_targeted": [ "VCM claimants Climate-Claim Disclosure edge cases", "disclosure checklist", "Health & Safety Code §44475.1/§44475.2 deadlines" ], "why_first": "Easy-win SERPs that assist conversion to the product page.", "difficulty": "low", "business_value": "medium", "required_assets": [ "Checklist PDF", "Rule table" ], "internal_links": [ "All clusters ↔ pillar ↔ product" ], "conversion_goal": "Checklist downloads + assisted conversions" }, { "phase": "Days 61–90: Reference & freshness", "goal": "Ship the rule library + first brand counsel change-log post + first comparison page.", "pages": [ "Statute page: Health & Safety Code §44475.1", "Statute page: Health & Safety Code §44475.2", "Statute page: Health & Safety Code §44475.3(a)", "Comparison: Disclosure Pack vs VCM claimants software templates", "Q1 leginfo change-log" ], "keywords_targeted": [ "health and safety code 44475.1 annual claims disclosure page", "ab 1305 disclosure pack requirements", "health and safety code 44475.3 assessment authority" ], "why_first": "Reference pages compound in authority; change-log establishes freshness signal.", "difficulty": "medium", "business_value": "medium", "required_assets": [ "Primary-source citations", "Reviewer sign-off" ], "internal_links": [ "Rule pages ↔ pillar ↔ product; comparison → product" ], "conversion_goal": "BOFU comparison conversions" } ], "roadmap_12m": [ { "phase": "Months 4–6: Linkable assets", "goal": "Ship the annual State of CA Climate-Claim Disclosures benchmark, the §44475.3(a) authority-loss explainer, and the claim-evidence vendor format guide.", "pages": [ "Annual VCM claimants Climate-Claim Disclosure benchmark", "Cost-of-non-compliance calculator", "State variation index" ], "keywords_targeted": [ "VCM claimants Climate-Claim Disclosure benchmark", "VCM claimants Climate-Claim Disclosure cost", "VCM claimants Climate-Claim Disclosure state comparison" ], "why_first": "Linkable assets drive referring domains and topical authority signals.", "difficulty": "medium", "business_value": "high", "required_assets": [ "Survey data", "Named methodology", "Reviewer sign-off" ], "internal_links": [ "From every pillar + product" ], "conversion_goal": "Calculator → validation call handoff" }, { "phase": "Months 7–9: Depth + freshness cadence", "goal": "Expand each pillar with 3 more cluster pages + quarterly brand counsel change-log.", "pages": [ "Additional cluster pages (per pillar)", "Q3 brand counsel change-log", "First case study (with permission)" ], "keywords_targeted": [ "Long-tail cluster expansions" ], "why_first": "Compounding topical coverage + freshness moat.", "difficulty": "low", "business_value": "medium", "required_assets": [ "Customer approval for case study" ], "internal_links": [ "Sibling cluster interlinking" ], "conversion_goal": "Assisted conversions" }, { "phase": "Months 10–12: Scale + prune", "goal": "Consolidate weak pages, refresh top pages, expand into 1 adjacent topic only if authority is proven.", "pages": [ "Consolidation redirects", "Top-10 page refreshes", "Adjacent topic scoping" ], "keywords_targeted": [ "Existing top-10 clusters" ], "why_first": "Optimization > net-new after a critical mass is reached.", "difficulty": "low", "business_value": "high", "required_assets": [ "Analytics review", "Consolidation plan" ], "internal_links": [ "Redirect audit" ], "conversion_goal": "CTR + conversion-rate lift" } ], "priority_pages": [ { "rank": 1, "page_title": "Health & Safety Code §44475.2 Disclosure Pack requirements", "slug": "ab1305-vcm-disclosure-engine", "page_type": "Pillar / evidence guide", "primary_keyword": "health and safety code 44475.2 Disclosure Pack requirements", "secondary_keywords": [ "claim inventory and disclosure summary form", "§44475.1(b) annual claims disclosure page requirements" ], "intent": "commercial", "scope": "national", "funnel": "BOFU", "difficulty": "medium", "business_value": "high", "conversion_potential": "high", "required_proof": [ "Named reviewer", "Primary-source cites", "Worked example" ], "internal_links": [ "/guides/ab1305-climate-claim-disclosure/", "/product", "/rules/specific-federal-state-brand counsel-per-topic/" ], "schema": [ "Article", "BreadcrumbList" ], "cta": "Book validation call", "production_priority": "P0", "why_opportunity": "High buyer intent + weak SERP + our unique proof" }, { "rank": 2, "page_title": "Disclosure Pack vs VCM claimants software templates", "slug": "ab1305-vcm-disclosure-engine", "page_type": "Comparison page (honest, evidence-based)", "primary_keyword": "Disclosure Pack vs VCM claimants software templates", "secondary_keywords": [ "Disclosure Pack service alternatives", "VCM claimants disclosure comparison" ], "intent": "commercial", "scope": "national", "funnel": "BOFU", "difficulty": "medium", "business_value": "high", "conversion_potential": "high", "required_proof": [ "Named reviewer", "Primary-source cites", "Worked example" ], "internal_links": [ "/guides/ab1305-climate-claim-disclosure/", "/product", "/rules/specific-federal-state-brand counsel-per-topic/" ], "schema": [ "Article", "BreadcrumbList" ], "cta": "Book validation call", "production_priority": "P0", "why_opportunity": "Late-funnel intent with weak competition" }, { "rank": 3, "page_title": "VCM claimants climate-claim disclosure checklist", "slug": "ab1305-vcm-disclosure-engine", "page_type": "Resource / lead magnet page", "primary_keyword": "VCM claimants climate-claim disclosure checklist", "secondary_keywords": [ "Disclosure Pack checklist", "§44475.1(b) completeness checklist" ], "intent": "informational", "scope": "national", "funnel": "MOFU", "difficulty": "low", "business_value": "medium", "conversion_potential": "medium", "required_proof": [ "Named reviewer", "Primary-source cites", "Worked example" ], "internal_links": [ "/guides/ab1305-climate-claim-disclosure/", "/product", "/rules/specific-federal-state-brand counsel-per-topic/" ], "schema": [ "Article", "BreadcrumbList" ], "cta": "Download checklist", "production_priority": "P0", "why_opportunity": "Easy win + strong lead-magnet fit" }, { "rank": 4, "page_title": "Annual claims disclosure page distribution deadlines (§44475.3(b) window math)", "slug": "ab1305-vcm-disclosure-engine", "page_type": "Data table page (updated quarterly)", "primary_keyword": "annual claims disclosure page distribution deadlines", "secondary_keywords": [ "§44475.3(b) 30–90 day window", "december claim-trigger anniversary disclosure dates" ], "intent": "informational", "scope": "national", "funnel": "TOFU", "difficulty": "low", "business_value": "medium", "conversion_potential": "medium", "required_proof": [ "Named reviewer", "Primary-source cites", "Worked example" ], "internal_links": [ "/guides/ab1305-climate-claim-disclosure/", "/product", "/rules/specific-federal-state-brand counsel-per-topic/" ], "schema": [ "Article", "BreadcrumbList" ], "cta": "Download checklist", "production_priority": "P0", "why_opportunity": "Recurring seasonal traffic + easy freshness moat" }, { "rank": 5, "page_title": "VCM claimants climate-claim disclosure edge cases", "slug": "ab1305-vcm-disclosure-engine", "page_type": "How-to cluster page", "primary_keyword": "VCM claimants climate-claim disclosure edge cases", "secondary_keywords": [ "variable assessment Disclosure Pack", "phased community climate-claim disclosure" ], "intent": "informational", "scope": "national", "funnel": "MOFU", "difficulty": "low", "business_value": "medium", "conversion_potential": "medium", "required_proof": [ "Named reviewer", "Primary-source cites", "Worked example" ], "internal_links": [ "/guides/ab1305-climate-claim-disclosure/", "/product", "/rules/specific-federal-state-brand counsel-per-topic/" ], "schema": [ "Article", "BreadcrumbList" ], "cta": "Download checklist", "production_priority": "P0", "why_opportunity": "Easy win + high assist to product page" }, { "rank": 6, "page_title": "VCM claimants disclosure software (honest comparison)", "slug": "ab1305-vcm-disclosure-engine", "page_type": "Product page (defer)", "primary_keyword": "VCM claimants disclosure software", "secondary_keywords": [ "Disclosure Pack automation", "climate-claim disclosure tools" ], "intent": "commercial", "scope": "national", "funnel": "BOFU", "difficulty": "high", "business_value": "high", "conversion_potential": "high", "required_proof": [ "Named reviewer", "Primary-source cites", "Worked example" ], "internal_links": [ "/guides/ab1305-climate-claim-disclosure/", "/product", "/rules/specific-federal-state-brand counsel-per-topic/" ], "schema": [ "Article", "BreadcrumbList" ], "cta": "Book validation call", "production_priority": "P1", "why_opportunity": "Long-term play — do not chase before authority is built" }, { "rank": 7, "page_title": "VCM claimants climate-claim disclosure definitive guide", "slug": "ab1305-vcm-disclosure-engine", "page_type": "Pillar page", "primary_keyword": "VCM claimants climate-claim disclosure definitive guide", "secondary_keywords": [ "ab 1305 climate-claim disclosure guide", "ab 1305 disclosure pack guide" ], "intent": "informational", "scope": "national", "funnel": "TOFU", "difficulty": "medium", "business_value": "medium", "conversion_potential": "low", "required_proof": [ "Named reviewer", "Primary-source cites", "Worked example" ], "internal_links": [ "/guides/ab1305-climate-claim-disclosure/", "/product", "/rules/specific-federal-state-brand counsel-per-topic/" ], "schema": [ "Article", "BreadcrumbList" ], "cta": "Download checklist", "production_priority": "P1", "why_opportunity": "Anchors topical authority for the whole cluster" } ], "competitor_gaps": { "typical_competitor_types": [ "generic ESG software vendors", "law-firm client alerts", "claim-evidence firm blogs" ], "common_weaknesses": [ "Outdated brand counsel citations", "Missing last-reviewed date", "No named author or reviewer", "Copy-paste content across state / product variants", "No worked examples", "Thin FAQ padded with generic questions", "Poor mobile Core Web Vitals" ], "how_to_beat_them": [ "Fresh citations with visited-on dates", "Named reviewer + credentials visible", "Real, redacted worked examples", "Better structured tables for rule comparisons", "Faster + more accessible pages" ] }, "metrics": { "weekly": [ "GSC impressions/clicks by pillar", "Top-20 keyword position", "New indexed pages", "Core Web Vitals regressions" ], "monthly": [ "Organic sessions by hub", "Assisted conversions", "CTR by template", "Content decay list (positions dropped)", "Backlink net-new" ], "quarterly": [ "Pillar coverage audit", "Rule freshness audit", "Consolidation / prune list", "Conversion path funnel review" ], "annual": [ "Full topical authority audit", "Benchmark report refresh", "Editorial policy refresh" ] }, "risks": [ { "risk": "Thin content", "applies": true, "mitigation": "Minimum-word + reviewer-sign-off gate before publish." }, { "risk": "Duplicate content across state/product variants", "applies": true, "mitigation": "One URL per topic; no auto-generated variants; canonical to pillar." }, { "risk": "Doorway location pages", "applies": true, "mitigation": "Local pages are refused for this vertical — buyers search by brand counsel, not city." }, { "risk": "Keyword cannibalization", "applies": true, "mitigation": "Topic ownership map; kill or 301 the weaker duplicate." }, { "risk": "AI-generated body without human edit", "applies": true, "mitigation": "Editorial policy forbids it; reviewer sign-off required." }, { "risk": "Unsupported YMYL claims", "applies": true, "mitigation": "Cautious language + primary-source cites + reviewer credential." }, { "risk": "Bad schema (marking up invisible content)", "applies": true, "mitigation": "Schema linter in CI; only markup what is on-page." }, { "risk": "Link spam / paid link schemes", "applies": true, "mitigation": "Editorial link-earning only; documented policy." }, { "risk": "Review manipulation", "applies": false, "mitigation": "Post-engagement organic prompts only; no incentives; no gating negatives." }, { "risk": "Index bloat from tag/archive pages", "applies": true, "mitigation": "noindex utility archives; canonical to hub." }, { "risk": "Compliance risk in claims", "applies": true, "mitigation": "Legal review of marketing claims; disclaimer near CTAs." }, { "risk": "Programmatic doorway pages", "applies": true, "mitigation": "Programmatic refused unless per-page uniqueness rules are met." } ], "first_20_pages": [ "Homepage", "Product / service page", "About + reviewer bio", "Editorial policy", "Contact / start a pack", "Privacy", "Pillar: VCM claimants Climate-Claim Disclosure — definitive guide", "The seven §44475.2 Disclosure Pack items, step by step", "VCM claimants climate-claim disclosure edge cases", "VCM claimants climate-claim disclosure FAQs", "Pillar: Health & Safety Code §44475.2/§44475.1 evidence & completeness", "Health & Safety Code §44475.2 Disclosure Pack requirements", "VCM claimants climate-claim disclosure completeness checklist", "Annual claims disclosure page distribution deadlines (§44475.3(b) window math)", "Disclosure Pack source-trace template (lead magnet)", "Statute page: Health & Safety Code §44475.1", "Statute page: Health & Safety Code §44475.2", "Statute page: Health & Safety Code §44475.3(a)", "Comparison: Disclosure Pack vs VCM claimants software templates", "Quarterly leginfo change-log post" ], "first_10_tech_fixes": [ "XML sitemap generated at build", "robots.txt reviewed + sitemap referenced", "Self-referencing canonicals", "GSC + GA4 verified with server-side events", "Core Web Vitals baseline (LCP, INP, CLS)", "Structured breadcrumbs sitewide", "Author + editorial-policy pages published", "404 + 410 patterns defined", "Redirect audit (no chains)", "Semantic HTML + accessibility landmarks" ], "first_10_authority_actions": [ "Publish named reviewer bio(s)", "Public editorial policy + correction policy", "Cite primary brand counsel sources with visited-on dates", "Launch checklist lead magnet", "Pitch 3 HARO / Qwoted responses per week", "Publish 1 original data point / benchmark", "Reach out to 5 non-competing directories", "Guest post on 1 industry brand blog", "Podcast interview outreach (5 shows)", "Set up quarterly brand counsel change-log post cadence" ], "final_recommendation": "Build a statute-fluent authority site around \"VCM claimants Climate-Claim Disclosure\". Ship the trust surface, the product page, and the §44475.2 pillar first; earn links with the source-trace template and the annual benchmark; keep every statute page primary-source-cited with a change log. Do not build city pages, programmatic doorways, or national content — the buyer searches by statute and form, and the season decides the calendar.", "disclaimers": [ "All volume/difficulty/CPC labels are RELATIVE ESTIMATES (low/medium/high), not exact numbers. Validate with Semrush, Ahrefs, or Google Search Console before committing spend.", "This brief is deterministic per blueprint — it will not shift between renders. Any changes should be made in code, not in prompts.", "YMYL topic: language must stay cautious; nothing here is legal/medical/financial advice." ] }, "microsite": { "category": "Environmental-marketing / voluntary-carbon-market disclosure compliance", "shortTitle": "GreenClaimDesk", "audience": "California-facing brand compliance owners (GC, CSO, VP Brand Compliance) at mid-market companies making public carbon-neutral, net-zero, or offset-backed claims", "problem": "The pattern at every claim-heavy brand: marketing ships a 'net zero by 2030' banner, legal finds out after it's live, and nobody can point to the §44475.2 page that is supposed to back it up.", "offer": "On GreenClaimDesk, compliance owners stop guessing whether a claim is covered and start posting disclosures. Claims and evidence land at intake, every applicable §44475/.1/.2 field maps to a source document, and the AB 1305 Disclosure Pack releases with an analyst signature and a dated Annual Refresh Calendar.", "faq": [ { "q": "Which teams get value from GreenClaimDesk on day one?", "a": "GreenClaimDesk sits between the marketing/ESG team that ships the claim and the Compliance Owner who is accountable for it. Marketing hands off the claim source documents; the desk hands back a board-ready disclosure draft — both sides work from the same evidence-trace record." }, { "q": "What makes a pack defensible when counsel or an investor reads it closely?", "a": "The record counsel would ask for is the record the pack already carries: every §44475/.1/.2 field to source document to page to analyst release, retained 5 years. The completeness checklist shows green, yellow, or red per statutory element, with a named owner for anything open." }, { "q": "What do I actually get back from GreenClaimDesk?", "a": "A drafted §44475.2 disclosure section (plus §44475/.1 sections when applicable), an Evidence Map appendix, a field completeness checklist, a Counsel-Flag Memo listing anything that needs the brand's own counsel, and a 12-month Annual Refresh Calendar." }, { "q": "Is there a shelf price for a pack?", "a": "Yes — Initial §44475.2 Disclosure Pack runs $6,000-$18,000 by claim/brand complexity. A free Claim Exposure Memo and a paid Claims Coverage Diagnostic ($2,500-$5,000) come first. Annual Refresh runs $3,500-$9,000. Add-ons: §44475.1 Offset Project Table ($2,000-$6,000), §44475 Seller Catalog Pack ($8,000-$25,000)." }, { "q": "How do I get started?", "a": "Use 'Start a Claim Exposure Memo' — send one live claim page for a free, scored §44475.2 gap read within 2 business days. No software to learn; not legal advice — a completeness diagnostic." }, { "q": "Do you sign our disclosure or post it to our website?", "a": "No. A named AB 1305 Disclosure Analyst signs the release of the draft pack — that is the only signature GreenClaimDesk adds. Your own Compliance Owner reviews and posts the disclosure, and every Counsel-Flag Memo item goes to your own climate or marketing counsel. GreenClaimDesk provides administrative drafting support only." }, { "q": "How long is the pack record retained?", "a": "5 years from release, as an internal operational policy, in an append-only log with hash-chained entries keyed to the brand and engagement cycle — intake, drafts, analyst release, and the delivered copy." }, { "q": "What if our annual refresh is under two weeks away?", "a": "Intake runs continuously and an analyst is assigned inside one business day; the first gap-list comes back in the same window. Standard production runs the 15-business-day pilot SLA; capacity is gated during high-volume periods with retainer clients holding priority." }, { "q": "What if we started the disclosure in-house already?", "a": "Send what exists. The free Claim Exposure Memo scores your current draft against §44475.2, and the pack picks up mid-workflow — your work product stays intact; GreenClaimDesk adds only the statutory elements that are missing." } ], "process": [ { "title": "Intake: marketing surfaces, offset records, GHG summary", "body": "Hand off the URLs, PDFs, ESG report, offset-purchase invoices (if any), and any SBTi or other target documentation. A Claim Inventory opens and the crawl begins inside the hour." }, { "title": "Classify every claim and map its evidence", "body": "The engine classifies each claim and routes it to §44475, §44475.1, or §44475.2 — every supporting fact pinned to a file, page, and line you supplied. Nothing is estimated: a required field with no source becomes a named exception, never a guess." }, { "title": "Draft the disclosure pack", "body": "The disclosure draft, any offset project table, and the field completeness checklist assemble from validated claims only, each fact cited inline. Drafts stay watermarked 'DRAFT — pending analyst release; Compliance Owner approval required' until the gate opens." }, { "title": "A named AB 1305 Disclosure Analyst reviews and releases", "body": "The analyst verifies extraction against the cited pages, resolves mismatches, classifies the pack green/yellow/red, and signs the release. Any claim with disputed scope routes to the Counsel-Flag Memo instead of shipping. No anonymous output ships." }, { "title": "Retention held to 5 years", "body": "The full pack — intake, drafts, analyst release, checklist, and the delivered copy — is retained 5 years in an append-only log your own counsel can walk end-to-end." }, { "title": "Open gaps have names, owners, and due dates", "body": "If a required element is missing, it is named, assigned an owner (brand or GreenClaimDesk), and tracked to close before the pack can release — never silently dropped." } ], "northStarCta": { "label": "Start a Claim Exposure Memo", "href": "/contact", "secondary_label": "See how it works", "secondary_href": "/how-it-works" }, "ubiquitousLanguage": { "audience": "GCs, Chief Sustainability Officers, and VPs of Brand Compliance at CA-facing brands", "domain": "Cal. Health & Safety Code §§44475-44475.3 climate-claim disclosure (AB 1305)", "deliverable": "AB 1305 Disclosure Pack with page-level evidence traces", "reviewer": "named AB 1305 Disclosure Analyst", "record": "5-year hash-chained audit log", "unit_of_work": "pack", "cta_primary": "Start a Claim Exposure Memo", "cta_secondary": "See how it works", "regulator": "the brand's own counsel", "regulator_full": "the brand's own climate or marketing counsel and its Compliance Owner", "statute": "Cal. Health & Safety Code §§44475/44475.1/44475.2 (AB 1305)", "trigger_moment": "a public climate claim goes live, or the Annual Refresh comes due", "event_intake_started": "ab1305_vcm_disclosure_engine_intake_started", "event_conversation_requested": "ab1305_vcm_disclosure_engine_conversation_requested" }, "trust": { "standards": [ "Every fact in the disclosure pack traces to a source document, page, and line from the brand's own records", "A named AB 1305 Disclosure Analyst reviews and signs the release before any pack leaves the desk — no unreviewed AI output ships", "Pack records — intake, drafts, analyst release — are retained 5 years in an append-only, hash-chained log" ], "response_time": "We reply within one business day — a live claim doesn't wait for a sales rep.", "data_handling": "Your marketing and offset documents stay in least-privilege, per-brand folders under NDA. We don't train models on your files. Working-file retention follows the engagement letter's data-handling terms." }, "hook": "A claim without a matching §44475.2 disclosure is a per-day penalty waiting to be noticed — GreenClaimDesk gets every claim statute-complete, source-traced, and analyst-released before that happens. Compliance owners stop assembling disclosure drafts and start posting them.", "sub_headline": "GreenClaimDesk turns each brand's claim inventory, evidence documents, and offset records into a filled §44475.2 disclosure, any §44475.1 project table, an Evidence Map appendix, and a completeness checklist — every fact traced to its source, disputed claim scope flagged to the brand's own counsel, and the Compliance Owner's posting decision backed by a pack that is actually complete.", "dream_outcome": "The week a pack ships, the claim's completeness checklist shows every row green — and when a board member or counsel asks where a figure came from, the answer is a page citation, not a thread search. Marketing keeps shipping claims; the Compliance Owner keeps a defensible record.", "specific_pains": [ "A 'net zero by 2030' banner goes live on the homepage, and nobody on the team knows §44475.2 requires a matching disclosure the same day.", "Ask where a claimed reduction figure came from and someone opens a thread search — that is the record a regulator or plaintiff's attorney would find first.", "Generic ESG software fills a field into a template; nobody checks that the figure reconciles to the brand's own GHG inventory — the most common mismatch, on the one figure every reader checks.", "A missing disclosure is not a paperwork miss: §44475.3(a) sets a civil penalty up to $2,500/day, capped at $500,000, per undisclosed claim.", "A claim with no annual refresh scheduled quietly falls out of compliance a year after it first went live." ], "cost_of_inaction": "The claim you cannot trace is the claim a regulator or plaintiff's attorney gets to define. Every brand with a live climate claim and no matching §44475.2 page carries real, uncapped-until-$500,000 penalty exposure.", "mechanism": { "name": "The GreenClaimDesk statute-mapped completeness desk", "steps": [ { "title": "Intake: marketing surfaces, offset records, GHG summary", "body": "Hand off the claim source URLs, offset-purchase records, and any GHG or SBTi target documentation. A Claim Inventory opens and the crawl begins inside the hour." }, { "title": "Map every applicable §44475.2 element and §44475.1(b) narrative to a source page", "body": "The engine extracts evidence, projected figures, and supporting assumptions — every field pinned to a file, page, and line you supplied. Nothing is estimated: a required field with no source becomes a named exception, never a guess." }, { "title": "Draft the disclosure pack", "body": "The §44475.2 disclosure draft, any §44475.1 project table, and the field completeness checklist assemble from validated claims only, each fact cited inline." }, { "title": "A named AB 1305 Disclosure Analyst reviews and releases", "body": "The analyst verifies extraction against the cited pages, resolves mismatches, classifies the pack green/yellow/red, and signs the release. Disputed claim scope routes to the Counsel-Flag Memo instead of shipping." }, { "title": "Retention and Annual Refresh tracking", "body": "The full pack is retained 5 years in an append-only log, and a 12-month Annual Refresh Calendar tracks the next required review." } ] }, "offer_stack": [ { "item": "AB 1305 Disclosure Pack", "note": "drafted §44475.2 disclosure plus applicable §44475.1 narratives, in the format a Compliance Owner and counsel expect" }, { "item": "Evidence Map appendix", "note": "every claim fact traced to a document, page, and line — no orphan claims" }, { "item": "named AB 1305 Disclosure Analyst on every release", "note": "release recorded with timestamp, source hashes, and the checklist state the analyst signed against" }, { "item": "Counsel-Flag Memo", "note": "built so a disputed claim-scope question routes to your own counsel, never guessed at" }, { "item": "5-year hash-chained record", "note": "intake, drafts, release, and delivery held for counsel or diligence review" }, { "item": "12-month Annual Refresh Calendar", "note": "tracks the §44475.3(b) refresh duty so a claim never quietly falls out of compliance" } ], "guarantee": "The release gate stays closed until every applicable §44475.2 element has a source and every checklist row has an owner. If your own counsel finds a required element missing from a green-checklist pack, we redo the pack free within 14 days (one cycle).", "urgency": "Pilot capacity is capped against real analyst bandwidth (8 packs, hard stop at 20) — when the current cohort is full, intake reopens once the pilot's metrics are reviewed. This is a deliberate, small initial scope, not a sales tactic.", "objections": [ { "q": "\"Our ESG software already produces the disclosure.\"", "a": "A template fills a field. A completeness desk blocks release until each field has a source page and the figures reconcile against your own GHG inventory. Different jobs; the second one is what counsel reads." }, { "q": "\"Are you letting an LLM decide what counts as a claim?\"", "a": "Extraction is AI-assisted and every value carries a citation; a required field with no source returns MISSING, never an estimate. A deterministic validator checks every applicable statute element, and a named human analyst signs every release. Disputed scope goes to your own counsel." }, { "q": "\"What's the data posture?\"", "a": "Your marketing, offset, and GHG documents stay in least-privilege, per-brand folders under NDA. No individual consumer data is ever collected — this is a B2B engagement only." } ], "who_this_is_not_for": [ "Consumers or individuals — GreenClaimDesk serves business clients only and never collects consumer or personal debt.", "Brands needing SB 253/261 CARB emissions or climate-risk filings — a different statute and a different SKU; we say so and refer out.", "Buyers who want GreenClaimDesk to decide whether a claim is legally defensible, sign as their officer, or post to their website — those acts stay with the Compliance Owner and the brand's own counsel." ], "proof_pillars": [ { "title": "§44475.2 rendered as checked rows, not narrative", "body": "The pack does not describe completeness — it renders it. All applicable elements show green, yellow, or red with an owner; a red element blocks release." }, { "title": "A named analyst, not \"our team\"", "body": "A trained AB 1305 Disclosure Analyst signs every release — a real name on the record, with dual control on any pack stating a specific reduction figure or date." }, { "title": "A counsel review lands on an existing file", "body": "Every pack carries the Evidence Map that produced it. Answering \"where did this claim come from\" is a read operation, not a reconstruction project." } ], "stakes_line": "Health & Safety Code §44475.3(a) does not score effort. It scores the posted disclosure. Build the pack complete; the penalty exposure closes.", "deliverable": "AB 1305 Disclosure Pack with page-level evidence traces", "unit_of_work": "pack", "lexicon": { "regulator": "the brand's own counsel", "regulator_full": "the brand's own climate or marketing counsel and its Compliance Owner", "statute": "Cal. Health & Safety Code §§44475/44475.1/44475.2 (AB 1305)", "statute_frame": "the claim-disclosure workflow where an unaddressed claim costs the brand real §44475.3(a) penalty exposure.", "persona": "brand Compliance Owner", "persona_moment": "You're the GC or CSO at a CA-facing brand. A climate claim just launched, and every disclosure has to be complete before it posts — with every fact traced to a page you can point to.", "trigger_moment": "a public climate claim goes live, or the Annual Refresh comes due", "enforcement_stakes": "civil penalties up to $2,500/day capped at $500,000 under §44475.3(a), regulator or plaintiff scrutiny, and counsel cleanup at hourly rates", "retention": "5 years", "cta_verb": "Start a Claim Exposure Memo", "intake_checklist": [ "Every URL, PDF, ESG report section, and packaging-copy file carrying a public climate claim", "Offset purchase/retirement records — registry, project ID, protocol, vintage — if the claim is offset-backed", "GHG inventory summary or SBTi/other target documentation, where the claim relies on a reduction figure", "CA-nexus attestation confirming the brand operates in, ships into, or otherwise claims to California consumers", "The named Compliance Owner who will review, approve, and post the finished disclosure", "Last year's Disclosure Pack, if available, for year-over-year diff checks", "Any planned new claims or campaigns, with target launch dates, so refresh timing computes correctly" ], "trust_standards_specific": [ "Every fact in the disclosure pack traces to a source document, page, and line from the brand's own records", "A named AB 1305 Disclosure Analyst reviews and signs the release before any pack leaves the desk — no unreviewed AI output ships", "Pack records — intake, drafts, analyst release — are retained 5 years in an append-only, hash-chained log", "Every applicable §44475.2 element and §44475.1 narrative is checked by a deterministic validator; a missing element blocks release", "AI drafting is disclosed; legal conclusions are never drafted — they route to the brand's own counsel on a flag memo" ], "regulator_faqs": [ { "q": "Do you sign the disclosure or post it to our website?", "a": "No. A named AB 1305 Disclosure Analyst signs the release of the draft pack — that is the only signature we add. The Compliance Owner reviews and posts the disclosure, and every item on the Counsel-Flag Memo goes to the brand's own counsel. GreenClaimDesk provides administrative drafting support only." }, { "q": "How long is the pack record retained?", "a": "5 years in an append-only log with hash-chained entries keyed to the brand and engagement cycle — intake, drafts, analyst release, and the delivered copy. Working files follow the retention schedule in the engagement letter." }, { "q": "What if our annual refresh is under two weeks away?", "a": "Intake runs continuously and an analyst is assigned inside one business day; the first gap-list comes back in the same window. Capacity is gated during high-volume periods, with retainer clients holding priority." }, { "q": "What if we started the disclosure in-house already?", "a": "Send what exists. The free Claim Exposure Memo scores your current draft against §44475.2, and the pack picks up mid-workflow — your work product stays intact; GreenClaimDesk adds only the statutory elements that are missing." } ] }, "proof_angle": { "id": "audit-readiness", "headline": "Never scramble to substantiate a claim under scrutiny again — GreenClaimDesk keeps the evidence-trace record ready in place.", "lever": "GreenClaimDesk holds each brand's §44475/.1/.2 record in a 5-year append-only trail so counsel can read it straight through without a rebuild.", "outcome_verb": "release", "outcome_frame": "release a statute-complete disclosure for every live claim — in days, not lost weeks", "proof_promise": "A regulator or plaintiff's attorney does not get to see a reconstruction — they see the record that was there the whole time." }, "indexable": true }, "evidence": [ { "id": "ab1305-vcm-disclosure-engine-e1", "business_slug": "ab1305-vcm-disclosure-engine", "area": "Identity", "claim_or_finding": "Legal entity, registered address, and jurisdiction of formation are not yet declared.", "status": "owner-action", "evidence": "No owner-supplied facts on file.", "verification_command": "Owner submits entity + jurisdiction-of-formation pack.", "fix_owner": "owner", "remediation": "Provide entity name, registration number, and jurisdiction of formation.", "severity": "blocker" }, { "id": "ab1305-vcm-disclosure-engine-e2", "business_slug": "ab1305-vcm-disclosure-engine", "area": "Trust boundary", "claim_or_finding": "Public page is a validation microsite; not a regulated operational service.", "status": "verified", "evidence": "Microsite carries explicit trust-boundary block.", "verification_command": "Inspect /microsites/ab1305-vcm-disclosure-engine for trust boundary.", "fix_owner": "engineering", "remediation": "None — enforced by template.", "severity": "low" }, { "id": "ab1305-vcm-disclosure-engine-e3", "business_slug": "ab1305-vcm-disclosure-engine", "area": "SEO integrity", "claim_or_finding": "No fake review, rating, LocalBusiness, or Organization identity schema is emitted.", "status": "verified", "evidence": "Only WebPage + FAQPage schema is generated.", "verification_command": "View SEO Factory row for ab1305-vcm-disclosure-engine", "fix_owner": "engineering", "remediation": "None — enforced by SEO factory.", "severity": "low" }, { "id": "ab1305-vcm-disclosure-engine-e4", "business_slug": "ab1305-vcm-disclosure-engine", "area": "Regulated claims", "claim_or_finding": "Elevated trust burden — legal-adjacent claims (AB 1305 disclosure drafting support) gated on owner facts.", "status": "release-blocker", "evidence": "Trust burden = Medium-high", "verification_command": "Complete Prompt B owner facts.", "fix_owner": "owner", "remediation": "Provide licensing-boundary confirmation, professional-review arrangements, and disclosure facts.", "severity": "high" }, { "id": "ab1305-vcm-disclosure-engine-e5", "business_slug": "ab1305-vcm-disclosure-engine", "area": "Manifest coverage", "claim_or_finding": "Manifest-backed blueprint present in source ZIP.", "status": "assumed", "evidence": "manifest.json entry", "verification_command": "Cross-check manifest.json in AI-NATIVE SERVICE BUSINESSES.zip", "fix_owner": "engineering", "remediation": "Attach the manifest run to the evidence register.", "severity": "medium" } ], "seo_pages": { "id": "seo-ab1305-vcm-disclosure-engine", "business_slug": "ab1305-vcm-disclosure-engine", "route": "/microsites/ab1305-vcm-disclosure-engine", "title": "GreenClaimDesk — AB 1305 Climate-Claim Disclosure Pack · Your Deputy", "description": "GreenClaimDesk for California brand compliance owners. Own the \"AB 1305 Climate-Claim Disclosure\" topic cluster by covering the statute-mapped completeness standard end to end.", "canonical": "/microsites/ab1305-vcm-disclosure-engine", "og_title": "GreenClaimDesk", "og_description": "GreenClaimDesk for California brand compliance owners. Own the \"AB 1305 Climate-Claim Disclosure\" topic cluster by covering the statute-mapped completeness standard end to end.", "schema_type": "WebPage", "schema_status": "pending-owner-facts", "sitemap_include": false, "noindex": true }, "vertical_style": { "accent": "evergreen-amber", "signature": "Evidence-ledger tabs with brand chip", "layout": "Statute benchmark index", "anti": "Cartoon leaf/globe mascots" }, "canva": { "slug": "ab1305-vcm-disclosure-engine", "territory": "Evidence Ledger", "family": { "id": "legal-compliance", "name": "Legal / Compliance", "motion": "calm" }, "tokens": { "brand": "155 43% 21%", "brand-fg": "49 35% 94%", "surface": "43 47% 97%", "ink": "214 15% 9%", "muted": "206 15% 27%", "accent": "36 89% 38%" }, "type": { "display": "Georgia", "body": "Source Sans 3", "fonts_url": "https://fonts.googleapis.com/css2?family=Source+Sans+3:wght@400;500;600&display=swap" }, "scale": { "h1": "clamp(2.5rem, 5.5vw, 4.25rem)", "h2": "clamp(1.75rem, 3vw, 2.5rem)", "h3": "clamp(1.25rem, 2vw, 1.5rem)", "body": "clamp(1rem, 1.1vw, 1.125rem)", "small": "0.8125rem", "tracking_display": "-0.02em", "tracking_body": "-0.005em", "weight_display": 700, "weight_body": 450 }, "spacing": { "card_padding": "1.75rem", "card_radius": "0.46rem", "card_shadow": "0 0 0 1px hsl(var(--ink) / 0.08)", "section_gap": "clamp(3.5rem, 8vw, 6.5rem)", "hero_gap": "clamp(1.25rem, 2vw, 2rem)" }, "layout": { "hero": "centered-editorial", "card": "gradient-frame", "cta": "outlined-brand", "archetype": "stacked-editorial", "card_silhouette": "flat-outline", "button_geometry": "sharp" }, "background": { "hero_gradient": "radial-gradient(1200px 600px at 10% -10%, hsl(36 89% 38% / 0.18), transparent 60%), radial-gradient(900px 500px at 90% 10%, hsl(155 43% 21% / 0.12), transparent 55%)", "cta_gradient": "linear-gradient(135deg, hsl(155 43% 21%), hsl(36 89% 38%))", "section_wash": "linear-gradient(180deg, hsl(43 47% 97%) 0%, hsl(155 43% 21% / 0.04) 100%)" }, "motif": "Statute benchmark grid + evidence citations" }, "capabilities": { "marketing": true, "portal": true, "ops": true, "chatbot": true, "payments": false }, "generated_at": "1970-01-01T00:00:00.000Z", "checksum": "d5e743539d338083" }