Operationalize AI Governance Across Shadow GenAI, MCP, and Agentic Workloads with Qualys TotalAI

Key Takeaways AI adoption has outpaced enterprise controls, with AI and LLM workloads appearing faster than security teams can inventory or approve them. AI governance has become an evidence problem. Policies, questionnaires, and risk registers cannot prove that AI systems are safe.