AI Assurance for QE Leads | Complete Interactive Tutorial

Clarify and risk-tier: decisions about people and money, so high risk; regulator and auditor exposure; human adjuster remains decision maker.
Failure map: wrong band (financial), bias across claimant groups, fraud gaming via prompt injection in uploaded documents, PII leakage, wrong routing, tool misuse.
Tests: golden claims with adjuster-labelled outcomes and slice analysis; counterfactual fairness tests; injection through document uploads; trajectory and ledger checks; approval-gate tests; explanation and audit-log completeness.
Metrics and gates: band accuracy with confidence intervals, TPR gap by segment, attack success rate zero, zero unapproved payouts, log completeness 100%.
Operate: drift monitoring, sampled human review, kill switch, quarterly re-validation, evidence pack per release.

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