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Researchers present an ontology-grounded framework for pre-deployment verification of enterprise AI agents, combining an Agent Operational Envelope, automated scenario generation, and machine-verifiable Trust Certificates with graduated deployment verdicts. A pilot across four regulated industries generated 1,800 scenarios and showed ontology-grounded generation significantly outperformed persona-based baselines on regulatory coverage.