Dr. Joy Buolamwini’s 2022 MIT thesis defines the evocative audit, a formal method that pairs lived experience with documented evidence to show harm that metrics cannot carry. A three-sentence comment from Dr. Timnit Gebru showed where the book chapter on Buolamwini fell short, and what AI governance misses when it counts only numbers.