Unstructured, low-transparency interviewing—not video calls or AI tools—is the real source of hiring bias and candidate frustration. The ICO’s finding that claimed “human review” of AI recommendations often cannot be verified shows accountability gaps exist equally in face-to-face and automated processes. Hiring teams must document scoring criteria, use consistent questions across candidates, and retain evidence of