How-To Deep
Dives
Step-by-step implementation guides for the operational governance controls that frameworks mandate and tools don't provide. Written for the people who have to actually build them.
How to Build a Pre-Deployment AI Risk Assessment
Most AI incidents are not failures of the model — they are failures of the deployment process. A structured pre-deployment risk assessment is the single highest-leverage governance intervention available to any organisation deploying AI. This guide shows exactly how to do it.
Designing Human-in-the-Loop Systems That Actually Work
Human-in-the-loop (HITL) is cited in almost every AI governance framework as a key mitigation. It is also one of the most poorly implemented governance controls in practice. This guide separates effective HITL design from performative HITL that creates the appearance of oversight without the substance.