We added a standing bias audit before expanding any AI tool's scope
Before any AI tool touching hiring or performance gets a wider rollout, someone outside the project reviews outcomes by demographic group first. Slower than we'd like, but it's caught one tool quietly disadvantaging a specific group before launch.
fatima_a
An external reviewer before scope expansion is exactly the kind of guardrail more teams should have and don't.