# Market Thesis Research Bundle

Question: Given the rapid spread of AI exclusions in commercial lines filings, will a major U.S. P&C insurer or Lloyd's syndicate make AI exclusions a standard renewal term for enterprise liability policies rather than a niche endorsement?

What this bundle is: a reasoning and monitoring scaffold. It organizes public evidence into observations, claims, uncertainty branches, thresholds, and a watch plan.

What this bundle is not: primary evidence, live market data, trade advice, or a substitute for official, live, or current web sources.

Core tension: Given the rapid spread of AI exclusions in commercial lines filings, will a major U.S. P&C insurer or Lloyd's syndicate make AI exclusions a standard renewal term for enterprise liability policies rather than a niche endorsement?

Current inference to verify: {'status': 'partially_yes', 'statement': "AI exclusions are already becoming standard renewal language on selected enterprise-liability renewal paths, especially in U.S. commercial general liability and some management-liability lines, but there is not yet evidence of a universal enterprise-liability default across major U.S. P&C carriers or Lloyd's syndicates.", 'confidence': 0.74, 'scope_note': {'more_supported': ['commercial general liability', 'commercial umbrella and excess', 'directors and officers', 'employment practices liability', 'fiduciary liability', 'some professional liability / E&O-adjacent programs'], 'less_supported': ['universal enterprise-liability default across all carriers', "a Lloyd's-wide exclusion standard", 'standalone affirmative AI products as the dominant market response']}} Treat this as a hypothesis that must be refreshed against live official sources, not as a signal.

How to use: read `source_priority.json` first, refresh sources in `live_verification_plan.json`, then use `fact_inference_split.json`, `thresholds.json`, and `watch_schedule.json` to decide what changed. Do not infer buy/sell/hold, position sizing, execution, or asset-price direction from this artifact.