InteractClear — ADA/PWFA Interactive Process Completeness Desk

Executive summary

Mid-market employers (roughly 75–2,000 employees) are drowning in ADA and PWFA accommodation requests that arrive as informal emails, Slack messages, doctor notes, and manager escalations. The legal obligation is not merely to “be reasonable” — it is to run a prompt, good-faith interactive process and keep a contemporaneous paper trail. When an EEOC charge or plaintiff’s counsel demands the file, most HR teams reconstruct it from scattered inboxes. AbsenceSoft and Sedgwick ADALink sell software employers must operate; leave TPAs sell broad leave administration; employment counsel sells reactive defense. InteractClear sells a different outcome: a done-for-you Interactive Process Completeness Pack assembled within 48–72 hours of an accommodation-request trigger — dated request log, essential-functions extract, narrowly tailored medical-info request draft, alternatives-considered matrix, dialogue summaries, decision-letter draft, confidential-file index, and SLA clock — released by a trained HR-ops specialist. The customer never operates the AI. Counsel / internal HR retains accommodation decisions; InteractClear is documentation ops only.

Thesis

ADA/PWFA disputes are won or lost on whether the employer can prove an expeditious interactive process with a defensible confidential file. That file is reconstructable from fragmented HRIS notes, emails, JDs, and medical letters faster and more consistently by an AI-native documentation desk than by a generalist HRBP rebuilding history under charge pressure. The durable business is not another accommodation SaaS; it is a trigger-based completeness desk that productizes the counsel/HR-ready pack, with specialist RELEASE at the chokepoint and retainers for open-case monitoring.

Discovery rationale

This run restored a truncated manifest.json (482 good prior runs from commit 18d9fe79 after a concurrent factory stub overwrote history to 1 run). Research across 16+ searches deliberately steered away from saturated regulatory-filing engines and from near-duplicates already in the catalog (LeaveDesk Clear multi-state leave administration; hotel ADA room inventory; digital WCAG litigation defense; FCRA adverse action). Underexplored CODE winners evaluated: ADA/PWFA interactive-process documentation pack; non-vet DEA CS perpetual inventory variance; dental implant SKU-to-case reconciliation; regional P&C SIU pre-investigation report pack; mid-market CPG shortage-claim evidence desk. The strongest evidence threshold clear was InteractClear: primary EEOC statutes/guidance, rising disability charge volume, PWFA final rule (effective 2024), SHRM/trade press documenting documentation failures, existing budget to TPAs/SaaS/counsel, and a narrow MVP fulfillable manually on day one. Distinct from LeaveDesk Clear (leave eligibility/tracking across FMLA/PFML) because the unit of work is the accommodation dialogue file, not leave entitlement administration.

Candidate comparison

Dimensions scored 1–5: trust burden, judgment, intelligence, regulation moat, no physical labor, Sam Altman test, outcome pricing, margin, urgency, whitespace, novelty vs manifest, AI fit, demand evidence, budget proof, waitlist potential, MVP clarity, distribution, licensing, repeatability, speed to revenue.

CODE validation

• Consumer/buyer trend: EEOC FY2024 received 88,531 charges (+9.2% YoY); disability charges rose to 33,668 (38%). PWFA regulations took effect June 18, 2024, expanding pregnancy-related accommodation obligations. Mid-market HR is absorbing more accommodation volume without dedicated ADA coordinators. Verified
• Opportunity: Failure modes are delay, incomplete dialogue logs, overbroad medical requests, missing alternatives matrices, and mixed confidential files — not a shortage of generic leave software. The underserved product is DFY completeness assembly at the request trigger. Verified
• Demand: SHRM toolkits and employment-law blogs repeatedly stress documentation as the defense; EEOC OGC FY2025 lists reasonable accommodation among the most frequent suit issues (40); job postings for Workplace Accommodation Specialists show employers hiring dedicated labor; Sedgwick/AbsenceSoft prove budget. Ask a Manager / Employer Handbook threads show employees and employers fighting over process delays. Verified
• Economic sizing: ~5.5M+ U.S. employer firms <500 employees (Census BDS 2023). Beachhead ICP ≈ employers 75–2,000 EE with ≥5–40 accommodation requests/year. If 40k addressable mid-market employers generate average 8 packs/year at $700 blended, theoretical service revenue pool ≈ $224M/year before retainers (bottom-up inference, not a third-party TAM study). Inferred

Rubric scorecard (six gates)

Composite six-gate average: 4.67. Anti-commoditization: even if ChatGPT drafts letters, employers still fail on intake completeness, confidential-file hygiene, alternatives matrices, and SLA clocks — productized ops + specialist release remains the sellable outcome.

Target buyer

• ICP: U.S. employers with 75–2,000 employees; multi-state preferred; industries with physical/shift work or high leave adjacency (healthcare, logistics, manufacturing, retail HQ, professional services, education/nonprofit).
• Economic buyer: VP People / Head of HR / CHRO; sometimes General Counsel or employment counsel of record.
• Champion: HRBP, Leave & Accommodations Coordinator, Employee Relations Manager.
• Trigger events: employee accommodation request (formal or informal); manager escalates medical limitation; return-to-work after leave; PWFA pregnancy limitation notice; plaintiff demand letter; EEOC charge / position statement deadline.

Jobs-to-be-Done

• When an accommodation request arrives, assemble a confidential interactive-process file that would survive EEOC scrutiny.
• Respond expeditiously without waiting weeks for a generalist HRBP to invent process from memory.
• Keep medical info separate from the personnel file and avoid overbroad medical fishing.
• Show alternatives considered even when the employee’s first ask is denied.
• Hand counsel a clean binder when a charge arrives — not a frantic email dump.

Painful problem

Most mid-market employers do not have a dedicated ADA coordinator. Requests arrive as “I can’t lift anymore” Slack messages. Managers either grant ad-hoc fixes with no file, or freeze waiting for legal. Medical documentation requests are overbroad. Alternatives are never logged. Weeks pass. When a charge lands, the employer cannot prove an interactive process — which courts and the EEOC treat as central. SHRM and employment counsel repeatedly warn: undocumented process ≈ nonexistent process. Software exists, but mid-market teams under-adopt it or use it inconsistently; TPAs are priced for enterprise leave volume. The painful gap is trigger-time completeness.

The outcome we sell

Outcome: A specialist-released Interactive Process Completeness Pack for one employee accommodation matter under ADA and/or PWFA, delivered as a confidential, counsel-ready digital binder within 48–72 hours of complete intake.

Pack contents: (1) trigger & timeline log; (2) essential job functions extract from JD/ops notes; (3) medical documentation request draft (narrow, job-related); (4) alternatives-considered matrix; (5) dialogue summary from uploaded emails/notes; (6) decision / interim-accommodation letter draft for employer edit; (7) confidential-file index & retention checklist; (8) SLA/clock dashboard (request → first response → next action); (9) gap score with remediation checklist; (10) attorney-handoff cover memo (facts only, no legal conclusions).

Never sold as: legal advice, accommodation determination, medical judgment, or a customer-operated AI co-pilot.

First one-feature MVP wedge

Evidence summary

• EEOC FY2024: 88,531 charges; disability 33,668 (38%). Verified
• EEOC OGC FY2025: reasonable accommodation among top suit issues (40). Verified
• PWFA final rule effective June 18, 2024; interactive process explicitly referenced in statute/regulations. Verified
• SHRM: documentation of interactive process is core compliance practice; delays can violate ADA. Verified
• Incumbents: AbsenceSoft, Sedgwick LeaveLink/ADALink, leave TPAs, employment counsel — prove budget. Verified
• Labor: ADA Coordinator ~$52k–$86k; Accommodation Specialist roles posted with full caseload ownership. Verified
• Settlement/defense cost ranges in secondary legal blogs vary widely ($25k–$250k+ individual ADA matters); treat as directional risk framing, not precise actuarial. Inferred

Claim table (Verified / Inferred / Unverified)

Source-claim matrix

Market and demand evidence

Disability accommodation risk is not theoretical. EEOC charge volume and composition show disability as the largest share of private-sector charges in FY2024. PWFA expanded the accommodation surface area for pregnancy-related limitations beginning 2023–2024. Mid-market employers sit in a squeeze: too small for Sedgwick-style full outsourcing economics in many cases, too large for ad-hoc “HRBP remembers” process. Vendor pages for AbsenceSoft and Sedgwick ADALink explicitly sell interactive-process documentation — confirming category spend. Labor markets show dedicated Accommodation Specialist / ADA Coordinator roles, proving ongoing internal cost.

Active buyer conversations

• Ask a Manager (May 2025): employees ask how long HR may take; EEOC “expeditiously” standard cited — process latency is a lived complaint.
• Employer Handbook (Jan/Jul 2025): counsel blogs warn that skipping or failing the interactive process lands employers in court; cooperation breakdowns are litigated fact patterns.
• SHRM toolkit & HR Executive (2025–2026): HR leaders told to treat interactive process as a business-critical ops workflow with rigorous documentation.
• Job postings (e.g., Workplace Accommodation Specialist): employers hire full-time owners of interactive-process caseloads — labor demand signal.

Competitive landscape

• SaaS: AbsenceSoft, Sedgwick ADALink/LeaveLink — powerful, customer-operated, often enterprise-skewed pricing/implementation.
• TPA / outsourced leave: Sedgwick, The Larkin Company, carrier-bundled leave admins — broad leave+disability ops; accommodation may be included but is call-center/process heavy.
• Employment counsel: reactive position statements, policy drafting, training — expensive per hour; not a 48-hour pack factory.
• Templates/training: SHRM toolkits, Coggno courses — education, not DFY case packs.
• Whitespace: trigger-based DFY Completeness Pack for mid-market that does not require software adoption and does not replace counsel decisions.

Competitor and budget validation

Buyers already fund this problem via (a) HR headcount / ADA coordinator salary bands, (b) leave/accommodation SaaS, (c) TPA fees, and (d) employment counsel retainers when charges hit. InteractClear redirects a slice of (a)+(d) into a per-case outcome fee and optional retainer. Win condition vs SaaS: no implementation project. Win vs TPA: cheaper on-demand packs for employers not ready to outsource all leave. Win vs counsel: cheaper, faster assembly of the factual file counsel will use — not a substitute for legal advice.

Pricing evidence and proposed pricing

• Gap Scan (lead magnet upsell): $0 lightweight / $149 deep scan of one closed historical case file.
• Interactive Process Completeness Pack: $399 early-access · $799 standard · $1,499 complex (multi-state conflict, PWFA+ADA overlap, charge-response rush <5 business days).
• Open-case retainer: $499–$1,499/mo for up to N open matters (monitoring clocks, weekly gap refresh, letter refresh) — mid-market portfolios.
• Never hourly. Never contingency on charge outcomes. Never success-fee on “win.”

Pricing is inferred to sit below a few hours of employment counsel and below a month of underutilized SaaS seats while clearing 50%+ contribution margin after specialist minutes + model + QA.

Regulatory and compliance considerations

• ADA Title I reasonable accommodation & interactive process (EEOC Enforcement Guidance; 29 CFR Part 1630).
• PWFA (42 U.S.C. §2000gg) and EEOC final rule (effective June 18, 2024) — interactive process for known pregnancy-related limitations.
• Confidentiality of medical information; store separately from personnel files.
• Medical inquiries must be job-related and consistent with business necessity when disability/need not obvious.
• State mini-ADA / pregnancy accommodation laws may add requirements — beachhead starts federal ADA+PWFA with CA/NY/IL overlays as expansion packs.

Licensing boundary

AI-native advantage

AI changes unit economics by collapsing 2–4 hours of HRBP reconstruction into minutes of extraction + structured drafting, with humans only at RELEASE and exception review. Frontier models improve OCR of doctor notes, email thread summarization, essential-function extraction from messy JDs, and gap detection against a gold-standard checklist. The company gets stronger as models improve without rewriting the customer offer — the offer remains the released pack.

Internal AI engine architecture (10 layers)

1. Intake: secure upload portal; required artifact checklist; trigger type (ADA / PWFA / both / RTW).
2. Normalization: OCR + entity extraction (dates, actors, limitations stated, requested accommodations).
3. Retrieval/knowledge: versioned playbooks (EEOC interactive-process checklist, PWFA quick-grant examples, state overlays), gold-standard packs.
4. AI workbench: timeline builder, JD essential-functions extract, medical-request narrowness rewrite, alternatives matrix, letter drafts, cover memo.
5. Deterministic rules: SLA clocks; required artifact presence; medical-request overbreadth flags; confidential-file separation checklist; PWFA vs ADA path flags.
6. Human chokepoint: specialist RELEASE; escalate legal questions to customer counsel.
7. QA: second-pass checklist; citation of source artifacts; red-team for overclaiming legal conclusions.
8. Delivery: encrypted pack folder + PDF binder + gap score.
9. Learning loop: customer corrections → SOP/prompt/rule updates; never silent model drift.
10. Model-portability: prompts + schemas + eval sets portable across model vendors; no single-model lock-in.

AI-vs-human operations pipeline

Dynasty translation layer

• Buyer: HR leader pays to avoid charge-file chaos and delayed interactive process.
• Service: DFY Completeness Pack; AI drafts; human releases; customer decides.
• Workflow: intake → extract → rules gap → draft → RELEASE → deliver → optional monitor.
• Tooling: secure form + Drive/S3 + LLM API + checklist DB + CRM; no custom platform before revenue.
• Sales: “We’ll assemble your interactive-process file in 72 hours — you keep decision authority.”
• Delivery: first 3 customers fully manual in Notion/Google Drive; automate extraction next.
• Expansion: retainers, industry packs, PWFA quick-grant kits, manager intake micro-training, counsel co-branded panels.

Anti-duplication analysis

• vs LeaveDesk Clear / leave-of-absence PFML engine: those administer leave eligibility/tracking; InteractClear assembles the accommodation dialogue completeness pack at request trigger (may coexist with leave but sells a different artifact).
• vs hotel ADA accessible-room pack / WCAG defense engine: Title III / digital accessibility ≠ Title I employment interactive process.
• vs FCRA adverse-action engine: background-check notices ≠ accommodation files.
• vs AbsenceSoft/Sedgwick: they are customer-operated platforms or enterprise TPAs; InteractClear is DFY mid-market pack ops.
• Manifest + filename scan found no prior interactive-process-completeness slug.

Anti-commoditization analysis

If general models let HR draft letters, the failure modes remain intake incompleteness, overbroad medical asks, missing alternatives matrices, SLA drift, and confidential-file hygiene. InteractClear wins on productized checklists, gold-standard examples, measured gap scores, specialist release, and counsel-usable binders — operations as the product — not on owning a foundation model.

Service delivery workflow

1. Trigger intake form + secure upload.
2. Completeness gate (block if JD or request artifact missing).
3. AI extraction + timeline + gap score.
4. Draft pack generation.
5. Specialist review (30–45 min launch → 12–20 min day 90).
6. RELEASE or return for missing evidence.
7. Delivery + 15-min walkthrough optional.
8. Optional retainer: weekly clock refresh until case closed.

Operations as product

SOPs for each trigger type; required evidence lists; automated completeness checks; exception queues (missing JD, illegible medical note, multi-state conflict); reviewer assignment; confidence scoring; audit trails; versioned templates; gold packs; red-team for unauthorized legal advice language; RCA on every critical escape.

No-holes quality engine

• Critical defects: legal-conclusion language in customer-facing pack; missing timeline dates; medical request asking for diagnosis beyond need; personnel-file mixing instructions wrong; SLA clock arithmetic error.
• Target critical escape <1% after 20 packs; rework <10%; customer usability ≥4.2/5.

What the human expert actually does

Minimum viable offer

First paid offer: one Interactive Process Completeness Pack for one open ADA or PWFA matter, $399 early-access, 72-hour SLA after complete intake, specialist-released, explicit non-legal-advice terms. Upsell Gap Scan on a prior closed case to prove value before pack purchase.

Fulfillment process

Day-one tools: Typeform/Tally intake, Google Drive encrypted folder, Claude/GPT API via script, Notion SOP board, Loom walkthrough, Stripe invoices. First 3 customers fulfilled by founder/specialist with AI drafting assist. Do not automate RELEASE. Do not auto-send letters to employees — customer sends.

Tools and systems

• Intake: Tally + Dropbox Sign engagement letter
• Storage: Google Drive / S3 with access logs
• AI: API + structured JSON schemas
• CRM: HubSpot free / Attio
• E-sign packs: optional DocuSign for customer acknowledgments
• Later: lightweight internal workbench (still not customer-facing SaaS)

Human-in-the-loop quality control

Every pack requires human RELEASE. Dual control on charge-response rush packs (specialist + second reviewer). Automated banlist for phrases (“you must grant,” “this is reasonable as a matter of law,” “employee is disabled under the ADA”). Customer attestation that facts provided are complete.

Nonlinear scaling and unit economics

Assumptions: waitlist→pilot 15%; pilot→paid 50%; paid repeat/retainer 35% within 90 days. Revenue per FTE target >$250k by month 12 with 50%+ gross margin. COGS includes model inference, storage, specialist minutes, QA sample, payment fees, rework — not hidden.

Distribution proof table

Sales and outreach plan

Offer page: one sentence pain, pack contents, price bands, “not legal advice,” CTA to Gap Scan. Discovery call = review of one anonymized messy file. Pilot = 3 packs at early-access pricing with written success metric (critical gaps closed). No generic AI demos.

Founder-led content plan

Teach the exact failure modes: informal requests that still trigger ADA/PWFA; overbroad medical asks; missing alternatives matrices; delay as liability; PWFA quick-grant examples vs full interactive process; how to separate confidential files. Show redacted teardowns. Never post “AI will replace HR.”

First 30 days of content

1. 10 posts: (1) informal Slack requests still count; (2) expeditious ≠ weeks; (3) medical request narrowness; (4) essential vs marginal functions; (5) alternatives matrix template preview; (6) PWFA vs ADA pathing; (7) RTW after FMLA still needs interactive process; (8) confidential file hygiene; (9) charge-file autopsy patterns; (10) what InteractClear will never decide for you.
2. 3 diagnostic teardowns: incomplete timeline; overbroad medical letter; denied-without-alternatives memo.
3. 2 lead magnets: Interactive Process Completeness Checklist (PDF); PWFA Quick-Grant vs Full Process Decision Tree.
4. 1 webinar: “Build a charge-ready accommodation file in 72 hours” live review of a synthetic case.
5. 1 outbound diagnosis template: personalized 5-bullet gap memo referencing public careers-page accommodation policy gaps + offer free Gap Scan.

Lead magnet and waitlist plan

Lead magnet: Interactive Process Completeness Checklist + sample gap scorecard. Waitlist CTA: “Get your next accommodation request pack-ready.” Capture company size, HRIS, # open accommodation matters, counsel involvement. Follow-up within 24h with Gap Scan offer. Sales-ready = ≥1 open matter + authority to buy pack or retainer. Waitlist ≠ PMF; paid packs and retention matter.

Warm GTM plan

Activate: former colleagues in HR; employment counsel acquaintances; PE/VC HR communities; SHRM chapter contacts; leave-admin freelancers who hate documentation; customers of leave SaaS frustrated with empty seats. Offer free Gap Scan for one closed case to create a before/after artifact.

Targeted outbound plan

List build: mid-market employers 150–800 EE in healthcare services, logistics, manufacturing, multi-state professional services. Personalize around: careers-page accommodation language, recent growth/hiring, multi-state footprint, or public EEO-1 size band. Lead with a 5-bullet diagnosis opportunity memo — not a demo ask. Cap 40 touches/day; measure reply→scan→pilot.

Answer-engine/search visibility plan

Target queries: “ADA interactive process checklist,” “PWFA accommodation documentation,” “how to document reasonable accommodation,” “EEOC interactive process employer.” Publish citation-backed guides with schemata (FAQ/HowTo). Earn mentions in HR newsletters. Avoid thin AI spam pages.

Pilot design and early-demand-trap mitigation

• Pilot cap: 5 employers / 15 packs total in cohort 1.
• Incentive: early-access $399 packs + free Gap Scan.
• Success: ≥70% packs usable without major rewrite; critical escape 0; NPS/usability ≥4/5; ≥2 convert to retainer or repeat.
• Early-demand trap: do not accept custom policy rewriting, manager training programs, or EEOC representation as “pilot scope.” Those are referrals to counsel/trainers.

Early-access feedback flywheel

Every correction tagged: intake gap / extraction error / template defect / overclaim / customer preference. Weekly review promotes fixes into SOPs, prompts, rules, gold packs. Product feedback = repeatable defect; custom work = one-off employer policy preference (parked). Pause feature creep until defect classes stabilize.

Build-before-scale checkpoints

• After 5 pilots: harden intake evidence requirements + QA checks.
• After 10 pilots: harden SOPs, exception queues, reviewer checklists, delivery templates.
• After 20 pilots: pause new logos until COGS, rework, escalation, cycle time measured and margin ≥50% on standard packs.
• Acceptable temporary workaround: manual OCR cleanup. Not acceptable: founder personally writing bespoke legal strategies.

7-day / 30-day / 90-day launch plans

• 7 days: engagement letter, intake form, checklist v1, 2 gold synthetic packs, Stripe, 10 outreach messages, lead magnet PDF.
• 30 days: 10 educational posts, webinar scheduled, 3 Gap Scans, 2 paid packs, 5 counsel intro calls, AEO guide #1.
• 90 days: 20+ packs, 5 pilot logos completed, retainer offer live, day-90 minute targets, public case study (anonymized), hire contractor specialist #2 if utilization >70%.

Metrics and KPIs

• Pack cycle time (intake complete → RELEASE)
• Critical escape rate; rework rate; escalation-to-counsel rate
• Gap score distribution; % packs with SLA first-response draft <2 business days recommendation
• Lead→scan→paid conversion; retainer attach rate
• Gross margin per pack; revenue per specialist FTE
• Customer usability score; repeat purchase within 90 days

Risks and mitigations

• UPL risk: hard templates, banned phrases, counsel escalation path.
• Near-dup confusion with LeaveDesk: messaging stresses accommodation dialogue file ≠ leave tracking.
• Enterprise TPA competition: stay mid-market on-demand; partner not displace Sedgwick.
• Low pack frequency: push retainers + Gap Scans + counsel channel.
• Incomplete intake: paid restart fee; completeness gate before clock starts.

Exhaustive risk register

What could kill this

• Inability to keep packs free of legal conclusions after 20 units (critical escape >2%).
• Intake incompleteness >50% after 40 attempts (offer not operationalizable).
• Contribution margin <35% after 100 standard packs.
• Counsel usability <3.5/5 (pack not actually used in real matters).
• Platform incumbents bundling true DFY mid-market packs at loss-leader prices faster than we harden ops.

Go/no-go reasoning

GO — Blueprint. Clears evidence threshold: clear buyer, painful specific problem, charge/litigation demand signals, competitor/budget proof, narrow MVP, service-first delivery, licensing boundary enforceable, 50%+ margin path, distribution channels identified, distinct from LeaveDesk and accessibility engines. No fatal disqualifier triggered. Deferred candidates remain open for future runs (CSVarClear, ImplantMatch, SIUReport) without blocking this proceed decision.

Final recommendation

Proceed to build InteractClear as a mid-market ADA/PWFA Interactive Process Completeness Desk. Launch with Gap Scan + $399 early packs, specialist RELEASE, strict non-legal-advice boundary, pilot cap 5 employers / 15 packs, and harden ops before scaling. Primary wedge: one request → one counsel-ready Completeness Pack in 72 hours.

Source list

1. EEOC FY2024 Annual Performance Report
2. EEOC Office of General Counsel FY2025 Annual Report
3. Lexology — EEOC Charges Increased by 9.2%
4. EEOC — What You Should Know About the PWFA
5. EEOC — Summary of Key Provisions of PWFA Final Rule
6. EEOC — Pregnant Workers Fairness Act text
7. SHRM — ADA Documentation Is Key to Compliance
8. SHRM — Managing Disability Accommodations Toolkit
9. SHRM — Delay May Violate ADA
10. HR Executive — 5 priorities in leave and accommodations
11. Employer Handbook — Skipping the Interactive Process
12. Ask a Manager — Accommodation timing
13. AbsenceSoft
14. Sedgwick LeaveLink & ADALink
15. Aidora — Best leave management software 2026
16. VelvetJobs — ADA Coordinator salary
17. Salary.com — Accommodations Case Coordinator
18. U.S. Census — Small Business Week / BDS firm counts
19. Coggno — Interactive dialogue documentation
20. Parker Poe — Interactive process best practices (2026)