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

This paper proposes an ontology-grounded verification framework for enterprise AI agents, addressing the critical gap in pre-deployment assurance. The framework includes an Agent Operational Envelope, an ontology-to-scenario generation pipeline, and a Trust Certificate with machine-verifiable attestations for deployment verdicts.