AIBullisharXiv – CS AI · 8h ago7/10
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Toward Pre-Deployment Assurance for Enterprise AI Agents: Ontology-Grounded Simulation and Trust Certification
Researchers propose an ontology-grounded framework for pre-deployment verification of enterprise AI agents, combining formalized operational envelopes with automated regulatory scenario generation and trust certification. A controlled pilot across fintech, banking, insurance, and healthcare found ontology-based testing achieved 48.3% regulatory coverage versus 33.1% for persona-based baselines, establishing a new standard for AI safety assurance in regulated industries.
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