In low-hire, low-fire markets, precision and rigorous evaluation matter more than interview cycle speed—every hire and miss carries higher stakes. Bias amplification through AI tools stems from weak underlying process structure; fix structured evaluation criteria and bias becomes visible regardless of whether humans or algorithms screen. Consent design for interview recording is a candidate experience and