# Annual Reviews Are Dead — AI Is Building What Comes Next

Page: https://stenobird.com/podcast/ai-hr-daily-by-ovi-7799457/annual-reviews-are-dead-ai-is-building-what-comes-next
Text version: https://stenobird.com/podcast/ai-hr-daily-by-ovi-7799457/annual-reviews-are-dead-ai-is-building-what-comes-next.md
Podcast: [AI HR Daily by OVI](https://stenobird.com/podcast/ai-hr-daily-by-ovi-7799457)
Published: 2026-07-04T07:22:10+00:00
Episode link: https://www.aihrdaily.com/article/ai-continuous-performance-feedback-real-time-coaching
Audio file: https://moyvabqxvlqzzkhyotju.supabase.co/storage/v1/object/public/podcast-audio/episodes/769ad332-b6ec-4e90-b06a-6bff6cce282f.mp3
Processing state: not_requested
JSON: https://stenobird.com/v1/public/podcasts/ai-hr-daily-by-ovi-7799457/episodes/annual-reviews-are-dead-ai-is-building-what-comes-next

## Resource

The annual performance review has been a fixture of corporate life for decades. But the data is in, and it turns out it's not working for anyone. Sixty-one percent of managers and 72% of workers say they don't trust their company's review process. Managers spend around 210 hours a year on reviews — that's more than five full work weeks — and 85% of employees say they'd consider leaving after an unfair one. So what's replacing it? Real-time AI coaching. We're talking about systems that analyze project data, peer feedback, and objective metrics on an ongoing basis, then surface insights before problems become patterns. In this episode, we look at how three major companies — Standard Chartered, Unilever, and IBM — have already made the leap. Standard Chartered deployed AI-powered feedback to 85,000 employees in just three months. Unilever eliminated the annual appraisal form entirely. And IBM built a system that actively flags when manager ratings deviate from what the data actually shows. We also get into the time math: one financial services firm cut review time from four hours to 45 minutes per employee — an 81% reduction that freed managers to have real coaching conversations instead of filling out forms. The shift isn't just about efficiency. It's about what happens when feedback arrives in real time, when someone can actually do something about it.

## Actions

- request_transcript: `POST https://stenobird.com/v1/public/podcasts/ai-hr-daily-by-ovi-7799457/episodes/annual-reviews-are-dead-ai-is-building-what-comes-next/transcription-requests` — Idempotently request low-priority transcript generation for this episode.
- read_markdown: `GET https://stenobird.com/podcast/ai-hr-daily-by-ovi-7799457/annual-reviews-are-dead-ai-is-building-what-comes-next.md` — Read the agent-friendly Markdown representation of this episode resource.

A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed.

## Transcript

Full transcripts are not published on public pages unless there is a clear rights basis.