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AI Governance

AI Use Case Assessment: 3 Essential Tests Before Approval
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  • AI Governance

AI Use Case Assessment: 3 Essential Tests Before Approval

Part One: A Strategic Permission Framework for AI Use Case Assessment Executive Summary Organizations often begin … AI Use Case Assessment: 3 Essential Tests Before ApprovalRead more

by Catherine Gunnell•August 8, 2026August 8, 2026
AI Governance Risk Framework: Why One Size Fits None
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  • AI Governance

AI Governance Risk Framework: Why One Size Fits None

Executive Summary An effective AI governance risk framework cannot treat every organization, use case, model, and … AI Governance Risk Framework: Why One Size Fits NoneRead more

by Catherine Gunnell•July 31, 2026July 31, 2026
AI Supply Chain Risk: Governance Beyond the Firewall
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  • AI Governance

AI Supply Chain Risk: Governance Beyond the Firewall

AI Supply Chain Risk: Governance Beyond the Firewall

by Catherine Gunnell•July 24, 2026July 24, 2026
The Shift After 48 Hours: From Speed to Accountability
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  • AI Governance

The Shift After 48 Hours: From Speed to Accountability

The first phase of AI incident response should be fast and disciplined: contain the incident, triage … The Shift After 48 Hours: From Speed to AccountabilityRead more

by Catherine Gunnell•July 13, 2026July 13, 2026
When AI Fails, Who Must Know in the First 48 Hours?
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  • AI Governance

When AI Fails, Who Must Know in the First 48 Hours?

Why AI Incident Response Is the Next Test of Responsible Governance AI governance is shifting from … When AI Fails, Who Must Know in the First 48 Hours?Read more

by Catherine Gunnell•July 7, 2026July 7, 2026
When a Values Statement Cannot Stop an API Call
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  • AI Ethics
  • AI Governance

When a Values Statement Cannot Stop an API Call

An AI system can cause real harm without any malicious intent. It does not need malice. … When a Values Statement Cannot Stop an API CallRead more

by Catherine Gunnell•May 1, 2026July 7, 2026
What Is AI Governance Actually Governing?
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  • AI Governance

What Is AI Governance Actually Governing?

Moving from policy to control at the moment of action Enterprise AI faces a control problem. … What Is AI Governance Actually Governing?Read more

by Catherine Gunnell•April 8, 2026April 8, 2026
AI Governance Becomes Real in the Inner Rings
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  • AI Governance

AI Governance Becomes Real in the Inner Rings

In the first post, I argued that AI governance starts with mandate, risk appetite, and first-line … AI Governance Becomes Real in the Inner RingsRead more

by Catherine Gunnell•March 11, 2026March 20, 2026
AI Governance Starts With Mandate, Not Monitoring
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  • AI Governance

AI Governance Starts With Mandate, Not Monitoring

Most organizations approach AI governance from the inside out. They start with what feels tangible: That … AI Governance Starts With Mandate, Not MonitoringRead more

by Catherine Gunnell•March 5, 2026March 20, 2026
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  • AI Governance

The Autonomy–Accountability Operating Model – Governing AI at Enterprise Scale

Artificial intelligence governance is entering a structural transition—a tipping point. For years, enterprises governed AI primarily … The Autonomy–Accountability Operating Model – Governing AI at Enterprise ScaleRead more

by Catherine Gunnell•February 23, 2026February 23, 2026

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