Consumer LTC Insurance Claim Coach

Verb Transplant: 'Forensic accounting' from finance transplanted to LTC insurance claim analysis. What if a tool performed forensic policy analysis — discovering every benefit the policyholder is entitled to, including obscure clauses from 25-year-old policy language?

Consumer LTC Insurance Claim Coach: adult daughter managing 82-year-old mother's care uploads 80-page LTC policy + denial letter + medical records → AI identifies every benefit trigger, maps parent's conditions, identifies documentation gaps, generates resubmission package with policy language citations.

Checked LTC claim AI space: Mighty.com (property/casualty, not LTC), Mrs LTC at mrsltc.com (human consulting $250/hr — validates market, no AI), AALTCI (advocacy only), LTC Tree (policy comparison, not claims), attorneys ($400-600/hr). No AI consumer LTC claim tool found. G022 applies: Mrs LTC validates market demand.

WHO: Adult child (45-65) managing parent's LTC claim denial. CURRENT: 45-min hold times to insurer, hires $250/hr consultant or $500/hr attorney, 20-60 hours over 3-6 months fighting denial, paying $200/day out of pocket meanwhile. WHY-SURPRISED: 7M LTC policies, notorious denial rates, $73K-150K/year stakes, Mrs LTC proves people pay $250/hr but no AI exists.

Survived Pass 1 at 50% conviction. No AI competitor on consumer side. Mrs LTC validates market. Classic consumer adversarial: adult child vs. LTC insurer. Transaction pricing $299-399 justified by $73K-150K/year stakes. Biggest worry: declining market and policy variety complexity.

~7 million LTC policies in force: single source (AALTCI estimates). Number declining — Genworth, Unum, MetLife stopped writing new LTC business. Market is shrinking over time.

LTC insurer claim denial enforcement track record cross-verified: Unum paid $15M+ in multi-state settlement for improper claim practices. Genworth class actions and state insurance department actions confirmed. Multiple state enforcement actions documented.

CRITICAL DISCOVERY: Counterforce Health — free, nonprofit, NIH and UPenn grant-funded, 70% documented success rate, voice AI agent 'Maxwell' that calls insurers on behalf of patients. Sheer Health (3 years old, free basic tier). Claimable (~$40/appeal). Mighty.com (free AI for personal injury claims). Consumer AI insurance denial appeal market is NOW ACTIVE and well-funded — contradicts Pass 1 claim that 'no AI consumer tool exists.'

FEATURE gate KILLED: Could Counterforce Health add LTC insurance support in one product sprint? YES. Technology stack (read denial + read policy + cross-reference medical evidence + generate appeal) is IDENTICAL. LTC-specific complexity (benefit trigger definitions, ADL scales, 25-year-old policy language) is incremental training data, not architecture. Counterforce backed by NIH/UPenn/Duke — resources and institutional mandate to expand to adjacent insurance categories.

Killed in Pass 2 deepening. A paid LTC product at $299-399 cannot compete with Counterforce Health — free, NIH-funded, 70% success rate, voice AI agent. Even Mrs LTC's market validation is undermined: Counterforce proves AI can deliver insurance advocacy at zero cost. Declining LTC insurance market (no new policies being written) further reduces incentive for any venture-scale investment.

Conviction dropped 50%→25%. Below 30% survival threshold. Market is validated but competitive landscape fundamentally changed — consumer AI insurance denial tools matured from theory (the engine 'Claim Denial Weapon') to reality (Counterforce Health, Sheer Health) between 2024 and 2026.