---
title: "Insurance AI Governance & Underwriting Evidence Hub"
description: "AI systems used in insurance underwriting, risk assessment, and claims processing require Article 14 human oversight protocols, algorithmic non-discrimination audits, and verifiable adverse-decision evidence dossiers mapped to EU AI Act Annex III point 5(c) and EIOPA AI governance guidelines."
image: "https://insurance.aiacts.app/og-cover.png"
url: "https://insurance.aiacts.app"
content_signal: "ai-train=no, search=yes, ai-input=yes"
---

# Insurance AI Governance & Underwriting Evidence Hub

> Hostname: insurance.aiacts.app
> Canonical: https://insurance.aiacts.app

## What AI governance evidence is required for AI systems in Insurance?
AI systems used in insurance underwriting, risk assessment, and claims processing require Article 14 human oversight protocols, algorithmic non-discrimination audits, and verifiable adverse-decision evidence dossiers mapped to EU AI Act Annex III point 5(c) and EIOPA AI governance guidelines.

## Applicable Frameworks & Regimes
- eu-ai-act-annex-iii-5c
- eiopa-ai-governance-2021
- naic-model-bulletin-2023
- colorado-sb21-169
- iso-42001

## 8-Dimension Evidence-Requirement Matrix
1. **Underwriting Risk Assessment** (Model Governance): Model validation logs & risk tier boundaries
2. **Algorithmic Fairness & Proxy Non-Discrimination** (Fairness): Protected class disparate impact audits
3. **Human Oversight & Refusal Gateways (Art. 14)** (Human-in-the-loop): Steward sign-off on escalated decisions
4. **Adverse-Decision Explainability & Notice** (Transparency): Structured denial reason codes (Art. 86)
5. **Data Provenance & PII Sanitization (Art. 10)** (Data Governance): Training data scrub receipts & CMEK logs
6. **Retrospective Drift & Calibration Logging** (Continuous Monitoring): Quarterly predictive drift tracking
7. **Cybersecurity & Model Tamper Resistance (Art. 15)** (Resilience): Adversarial prompt boundary defense
8. **Actuarial Audit Dossier & Cryptographic Verification** (Evidence Packaging): Deterministic SEAL receipt for audit trail

## Proof Passports, 5-Category Archives & Multi-Jurisdiction Specimen (336 Indexed Passports)
- **Multi-Jurisdiction & Sector Specimen Certificate**: [Inspect Specimen Certificate →](https://proof.vantages.app/verify/multi-jurisdiction-ai-evidence-review-specimen?sector=insurance)
- **MCP Server Passports (`200` Indexed)**: [https://proof.vantages.app/passport/mcp](https://proof.vantages.app/passport/mcp) ([Markdown](https://proof.vantages.app/passport/mcp?format=md))
- **AI Model Passports (`36` Indexed)**: [https://proof.vantages.app/passport/models](https://proof.vantages.app/passport/models) ([Markdown](https://proof.vantages.app/passport/models?format=md))
- **Autonomous Agent Passports (`49` Indexed)**: [https://proof.vantages.app/passport/agents](https://proof.vantages.app/passport/agents) ([Markdown](https://proof.vantages.app/passport/agents?format=md))
- **AI Dataset Passports (`32` Indexed)**: [https://proof.vantages.app/passport/datasets](https://proof.vantages.app/passport/datasets) ([Markdown](https://proof.vantages.app/passport/datasets?format=md))
- **Governed AI Stack Passports (`19` Indexed)**: [https://proof.vantages.app/passport/stacks](https://proof.vantages.app/passport/stacks) ([Markdown](https://proof.vantages.app/passport/stacks?format=md))

## Next Actions
- **Request Sector Evidence Review →** (`€850 · 48h SLA`): https://aiacts.app/evidence-review?source_satellite=insurance.aiacts.app&target=insurance.aiacts.app
- **Run 1-Click Scan** (`€0 Free Preflight`): https://aiacts.app/scan?source_satellite=insurance.aiacts.app

> Disclaimer: VOS supports governance, evidence and audit-readiness workflows. It is not legal advice and does not certify compliance by itself.

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