AI Risk Register Template: What Each Row Has to Capture and Where the Evidence Comes From
An AI risk register is the operational artefact that records the risks the deployer has identified for each AI system, the controls applied, the residual risk, and the evidence that the controls are working. EU AI Act Article 9, NIST AI RMF, ISO 42001, and Fannie Mae LL-2026-04 each expect a register the deployer can produce on demand. This article walks through the columns that hold up across regimes and the runtime evidence each column depends on.