CISO2CISO Executive Insight
AI Security is moving from frameworks to operating models
CISOs are shifting AI security from theoretical controls into implementable ecosystems across models, data, agents, applications and governance.
Executive Synthesis
The strategic question is no longer whether AI security controls exist, but how they are operationalized across identity, prompt security, model protection, observability, resilience and regulatory alignment.
Why it matters
The strategic question is no longer whether AI security controls exist, but how they are operationalized across identity, prompt security, model protection, observability, resilience and regulatory alignment.
Key executive implications
AI risk now spans prompts, agents, models, APIs, data and third-party dependencies.
Control ownership must be shared across security, legal, privacy, engineering and business leadership.
Organizations need an operating model, not another checklist.
What CISOs should do next
Map AI control domains to real technologies and accountable owners.
Create an AI usage inventory with risk classification and evidence requirements.
Align AI controls with NIST AI RMF, ISO 42001, OWASP LLM Top 10 and EU AI Act expectations.
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