# Your Rubric Exists But Doesn't Work — Here's How Three Companies Fixed That

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Text version: https://stenobird.com/podcast/ai-hr-daily-by-ovi-7799457/your-rubric-exists-but-doesn-t-work-here-s-how-three-companies-fixed-that.md
Podcast: [AI HR Daily by OVI](https://stenobird.com/podcast/ai-hr-daily-by-ovi-7799457)
Published: 2026-09-08T11:37:40+00:00
Episode link: https://www.aihrdaily.com/article/ai-interview-calibration-rubrics-brex-hudl-evenup-2026
Audio file: https://moyvabqxvlqzzkhyotju.supabase.co/storage/v1/object/public/podcast-audio/episodes/570051b6-8fe8-4105-af51-931676839c93.mp3
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## Resource

Most companies think they've solved interviewer bias once they have a structured rubric. But 72% of companies use structured interviews and still see the same problem: two interviewers, same rubric, same candidate — and scores that are worlds apart. That gap between having a rubric and actually calibrating on it is where hiring decisions quietly fall apart. In this episode, we break down the calibration gap — and look at how Brex, Hudl, and EvenUp are closing it with AI-powered rubric systems. Brex gave their interviewers a shared scoring anchor so debriefs moved from gut feelings to evidence. Hudl embedded calibration into the workflow across 20 countries and 467 interviewers. And EvenUp discovered the most dangerous version of this problem: not inconsistent scoring, but a missing competency that was silently filtering out good candidates. We cover how modern AI rubric systems work — pre-calibration, real-time prompting, and post-interview drift detection — and what the data shows: 35% fewer interviews per hire, a 61% reduction in structured bias effects, and hiring teams four times more likely to call cross-functional relationships excellent. Whether you're running a 10-person team or a global recruiting org, this episode gives you a three-step audit to see how wide your own calibration gap actually is — and what to do about it.

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