← Mandate Registry · 7 mandate layers · animal_welfare

healthcare · IACUC regulations · AWA · AAALAC standards

Animal Welfare Research

USDA cites facilities for inadequate distress monitoring — AI without receipt fails inspection

—IACUC + AWA inspection cycle

Regulatory exposure — commonly overlooked:
AI monitors animal distress — institution owns AWA violation, vendor owns research tool disclaimer. · Florida property insurers using AI for claims while Citizens backs up market — AI claim denial = political lightning rod.

TAM / Exposure

1,100+ US research institutions · IACUC oversight

Insurance lines

Research institution E&O · Animal liability

Exhibit authority

Florida OIR AI Pack — Research Animal Welfare AI Pack

Global leaders

NIH OLAW · USDA APHIS · Jackson Labs · Charles River · Florida OIR · Citizens Property · Universal Property

Distress protocol

CRISIS classification receipt proves escalation to veterinary staff occurred.

Protocol deviation

AI-flagged welfare issue suppressed = IACUC fraud pattern.

AAALAC accreditation

Accreditation requires documented monitoring — receipt satisfies auditor.

[Florida] Hurricane claims AI

Post-Idalia/Ian claims AI scrutiny — bad faith with AI lowball estimate.

[Florida] Surplus lines

Florida largest homeowners market collapse — AI underwriting receipt mandatory for OIR exam.

[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 animal_welfare demo Regulatory calendar Download exhibit pack Verify independently