SEC-039 - Insurance Sector Implementation Guide

Insurance AI is a balance-sheet and policyholder-trust issue

Insurance AI directly influences pricing, coverage, claims, reserving, catastrophe exposure and customer communications. SEC-039 translates the GAISSF™ normative standard into the operational realities of underwriting, claims and actuarial governance, where long-tail liabilities, adversarial pressure and third-party concentration converge.

Why this guide matters

The guide connects technical control failures to policyholder harm, claims leakage, margin erosion, reserve and capital distortion, reinsurance disputes and operational resilience. It preserves the distinction between security evidence, actuarial judgement, accounting requirements and jurisdiction-specific legal obligations.

Package contents

• Main guide (DOCX/PDF): sector risk landscape, lifecycle guidance, prudential impact vectors, agentic AI controls, evidence tiers and ten worked scenarios.
• Implementation workbook (XLSX): all 59 GAISSF controls with insurance-specific interpretations, accountable roles, tiered evidence, maturity indicators, priority weights and pre-populated scenario risks.
• Machine-readable schema (JSON): structured control, function, evidence-tier and sequencing metadata for GRC integration.
• GitHub edition (Markdown): clean, portal-ready content with controlled publication status.
• Publication controls: readiness checklist, manifest and SHA-256 checksums.

Who should use it

CISOs, security architects, CROs, Chief Actuaries, Appointed Actuaries, AI governance and model-risk teams, underwriting and claims leaders, compliance, privacy, audit, procurement, resilience and board risk committees.

Getting started

1. Inventory AI systems, agents, data and dependencies.
2. Classify decision authority, policyholder impact, financial consequence and reversibility.
3. Apply the 59-control mapping and record applicability.
4. Collect T1-T3 evidence; do not rely on T4 evidence alone for high-impact decisions.
5. Close legal, actuarial, approval and publication gates before final public release or formal reliance.