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
—HB 3773 AI in employment (live)
Regulatory exposure — commonly overlooked:
States using vendor benefits AI — state owns constitutional violation, vendor owns contract cap. · Chicago = AmTrust HQ = hiring AI civil rights law live NOW. Notice + audit trail or per se violation.
TAM / Exposure
100M+ benefits recipients US · algorithmic denial litigation
Insurance lines
Municipal liability · Fidelity
Exhibit authority
Illinois IHRA AI Pack — Benefits Eligibility Algorithm Audit Pack
Global leaders
SSA · CMS · UK DWP · ACLU · EU Commission · IL Dept Human Rights · AmTrust · Equifax Workforce
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.
[Illinois] BIPA + HB 3773 stack
Biometric hiring + AI employment decisions — double exposure for same tool.
[Illinois] Home court
Illinois employers and insurers underwriting them need Illinois-specific receipt metadata.
[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 →