Technical Controls & Assurance

Testing, red-teaming, bias auditing, validation, and the technical assurance work that proves an AI system does what it should.

Technical Controls & AssuranceAdvanced

Bias Auditing and Fairness Testing: A Practical Method

A bias audit is a measurement exercise with a policy decision hidden inside it. This covers selection rates and impact ratios worked through, where the four-fifths convention comes from and what it does not mean, and what independence actually requires.

AI Governance Team·August 10, 2026·15 min read

Technical Controls & AssuranceAdvanced

AI Red-Teaming and Model Testing: A Practical Method

Model validation asks whether an AI system works. Red-teaming asks whether it can be made to misbehave. This guide separates the two disciplines, maps them to the EU AI Act, NIST AI RMF, OWASP, and MITRE ATLAS, and lays out a program you can run and evidence.

AI Governance Team·July 17, 2026·12 min read