Interview format (video vs. in-person) does not predict hire quality; structured questions, scorecards, and trained follow-up do. Unstructured interviews produce the same biased and inconsistent outcomes regardless of medium—changing location without fixing question design wastes budget and candidate access. AI-assisted answers and formulaic responses both exploit poorly designed questions; sharp follow-up probes work equally well on