legal_gov · APA Section 706 · SSA regulations · Due Process Clause
Government Benefits / Social Security
Due process requires explainable denial — Goldberg v Kelly extended to AI era
—CPRA automated decision-making + AB 5 spillover
Regulatory exposure — commonly overlooked:
States using vendor benefits AI — state owns constitutional violation, vendor owns contract cap. · CPRA ADM opt-out requires proof of what automated system decided — receipt is opt-out infrastructure.
TAM / Exposure
100M+ benefits recipients US · algorithmic denial litigation
Insurance lines
Municipal liability · Fidelity
Exhibit authority
California CPRA ADM Pack — Benefits Eligibility Algorithm Audit Pack
Global leaders
SSA · CMS · UK DWP · ACLU · EU Commission · CPPA · CA AG · Silicon Valley insurers
AFDC legacy
Automated denial without hearing = procedural due process violation — receipt enables hearing.
EU FRIA
Fundamental rights impact assessment required for public benefits AI — Exhibit pack maps to FRIA.
Medicaid unwinding
AI re-determination errors affected 20M+ — class actions forming.
[California] Trial bar capital
California plaintiffs bar most aggressive on AI — independent verify changes settlement calculus.
[California] Tech HQ effect
Every global platform's AI policy tested first in California courts.
[Text / Chat] Modality hook
Baseline — all frameworks apply to text decisions.
7 mandate layers (live)
Regulatory ClockCountdown to operative regulatory deadline — NAIC adoption, GSE mandate, EU transposition.Open →
Domain ClassifierIndustry-specific SAFE/CRISIS/VIOLATION with regulatory framework mapping.Open →
Exhibit / Filing PackRegulator-ready external validation — NAIC Exhibit D, Fannie QC, EU FRIA, FDA Part 11.Open →
Mandate RegistryEnroll deployers/insureds under vertical-specific governance mandate.Open →