Toward Pre-Deployment Assurance for Enterprise AI Agents: Ontology-Grounded Simulation and Trust Certification

In three linesPre-deployment verification framework for enterprise AI agents combining operational envelope, ontology-grounded scenario generation, and trust certificate. Pilot across 4 regulated sectors (Fintech, Banking, Insurance, Healthcare) generating 1,800 scenarios: 48.3% regulatory coverage vs 33.1% persona baseline (p=0.0006). Cross-validation on Claude Sonnet 4, Qwen 2.5 72B, Gemma 4 26B.

Summary generated by Claude — human-verified