ai fairness testing and bias mitigation controls

Executive Summary Artificial Intelligence is accelerating productivity, decisioning, and customer experience—but in 2026, adverse outcomes of AI technologies have become a material risk for organisations of all sizes. The threat is not “AI” itself. It is how AI is adopted, governed, trained, deployed, secured, and monitored. Adverse outcomes show up in predictable ways: biased decisions,...