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

·Source: Qualys Blog

Updated:

Executive Summary

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. Traditional security tools see only fragments of AI risk. They miss model behavior, […]

Analysis

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. Traditional security tools see only fragments of AI risk. They miss model behavior, […]
Source Attribution

Originally published by Qualys Blog on Jul 29, 2026.

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