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Disability Determination AI

Disability Determination AI — AI decision audit trail required for liability defense

—METI AI Guidelines 2024 + APPI

Regulatory exposure — commonly overlooked:
Niche Disability Determination AI deployer owns AI harm — vertical SaaS vendor owns liability cap. · Japan soft-law approach hardening — FSA now expects bank AI documentation like BaFin.

TAM / Exposure

Global Disability Determination AI market

Insurance lines

E&O · Cyber · Sector liability

Exhibit authority

Japan METI AI Pack — Disability Determination AI External Validation Pack

Global leaders

Sector regulators · Vertical SaaS platforms · METI · SoftBank · Toyota · FSA

Niche litigation

Disability Determination AI plaintiffs challenge AI decision without independent verify.

Insurance bind

Sector insurers asking AI governance questions on Disability Determination AI accounts.

[Japan] Aging society

Japan healthcare AI urgency — receipt for elder care and nursing decisions.

[Japan] Automotive

Toyota/Honda AV — NHTSA equivalent documentation for JAMA standards.

[Text / Chat] Modality hook

Baseline — all frameworks apply to text decisions.

7 mandate layers (live)

Regulatory Clock Countdown to operative regulatory deadline — NAIC adoption, GSE mandate, EU transposition. Open →

Domain Classifier Industry-specific SAFE/CRISIS/VIOLATION with regulatory framework mapping. Open →

Exhibit / Filing Pack Regulator-ready external validation — NAIC Exhibit D, Fannie QC, EU FRIA, FDA Part 11. Open →

Mandate Registry Enroll deployers/insureds under vertical-specific governance mandate. Open →

Bind / Action Gate ALLOW/BLOCK before consequential action — bind policy, sell loan, deactivate worker. Open →

Compliance Certificate Deployer-facing downloadable cert — forward to counsel, auditor, regulator. Open →

Actuarial / Risk Feed Anonymized asymmetry signals for pricing, reserving, reinsurance correlation. Open →

Run disability_determination demo Regulatory calendar Download exhibit pack Verify independently