Primary materials supporting the control design and factual examples above, checked on 20 October 2026:
- FM — Sound Policy: AI transforms insurance claims, 19 April 2026. Carrier discussion of administrative automation, adjuster involvement and retained judgement.
https://www.fm.com/insights/podcast-ai-automation-claims - Citizens Property Insurance Corporation — Emergency Water Removal Service and Managed Repair Program Best Practices and Estimating Guidelines, May 2024 document. Programme-specific documentation and QA example.
https://www.citizensfla.com/documents/20702/35120301/Exhibit%2BA%2Bto%2BAttachment%2BE%2BMRP%2BBest%2BClaims%2BPractices%2Band%2BEstimating%2BGuidelines.pdf/0d2fc445-2728-d879-9904-3216f49b5d08?d=&t=1740599476089&version=1.0 - Eberl Claims Service — A Quick Look at Eberl’s Quality Assurance Process. Supplier-described document, photograph and estimate checks.
https://eberls.com/quick-glance-eberls-quality-assurance-process-adjuster-improvement-opportunities/ - Cotality — Claims Validate. Supplier description of configurable estimate-review rules.
https://www.cotality.com/products/claims-validate - Verisk — XactAnalysis Estimate Reports. Audit, revision and other estimate-report documentation.
https://xactanalysis.helpdocs.io/l/enUS/article/dqzxcbkktk-estimate-reports - Verisk Developer Portal — Field Inspection. Integration workflow and agreement-dependent access.
https://developerportal.verisk.com/solution/estimate/xactanalysis/partners/usecases/field-inspection - NAIC — Model Bulletin: Use of Artificial Intelligence Systems by Insurers, adopted 4 December 2023. Governance, testing, lifecycle oversight and third-party diligence.
https://content.naic.org/sites/default/files/inline-files/2023-12-4%20Model%20Bulletin_Adopted_0.pdf - Texas Legislature — Insurance Code Chapter 4101: Insurance Adjusters. Definitions, licensing and exemptions.
https://tcss.legis.texas.gov/resources/IN/htm/IN.4101.htm - NAIC — Insurance Data Security Model Law 668. Model provisions on security programmes and third-party oversight.
https://content.naic.org/sites/default/files/model-law-668.pdf - New York DFS — Guidance on Managing Risks Related to Third-Party Service Providers, 21 October 2025. Diligence, contracts, monitoring, continuity and termination.
https://www.dfs.ny.gov/industry-guidance/industry-letters/il20251021-guidance-managing-risks-third-party - NIST — Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile, NIST AI 600-1, July 2024. Empirical evaluation and limits on generalising from narrow assessments.
https://nvlpubs.nist.gov/nistpubs/ai/NIST.AI.600-1.pdf