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The Operational Risk Nobody Is Booking: Why Model Degradation Belongs on the Risk Register

AI Strategy  ·  5 min read

The Operational Risk Nobody Is Booking: Why Model Degradation Belongs on the Risk Register

Model degradation is a financial risk with a quantifiable exposure. When a fraud model's detection rate falls by two percentage points, the financial consequence is the fraud volume that the model was previously catching but is no longer catching, multiplied by the average transaction value in the missed fraud population. That is a number. Most enterprise risk registers do not have a line item for it. Most operational risk frameworks do not have a category for it. The exposure is accumulating regardless.

4 Nov 2025 AI Strategy Model Risk
The Latency-Trust Equation: Why Response Time Is a Governance Decision, Not a Technical One

AI Strategy  ·  5 min read

The Latency-Trust Equation: Why Response Time Is a Governance Decision, Not a Technical One

In real-time operational AI, latency is not a performance metric. It is a governance architecture constraint. The speed at which an AI system must produce a decision determines what oversight structures are physically possible, what failure modes must be anticipated, and what accountability mechanisms can operate at inference time. Enterprises that treat latency as a technical specification are making governance decisions by default rather than by design.

7 Apr 2025 AI Strategy AI Governance