An ontology-grounded verification framework now automates the creation of adversarial and regulatory test scenarios. It uses an Agent Operational Envelope to formalize safety properties and governance rules before production. This approach provides a Trust Certificate to bridge the gap between LLM benchmarks and actual deployment. Practitioners can now quantify agent reliability pre-launch.