使用 AI 自動化 Performance Reviews

The traditional performance review is a relic of the industrial age that we’ve tried to digitise with terrible results. Managers hate writing them because they have to play detective to remember what happened in Q1, and employees hate receiving them because they feel arbitrary and biased toward whatever happened in the last two weeks. I call this the 'Recency Bias Trap.' AI doesn't just 'write the review'; it acts as a persistent memory bank. By hooking into Slack, Jira, and email, AI surfaces the wins and friction points that humans naturally forget. The real win here isn't just the time saved—though cutting a 15-hour administrative burden down to 45 minutes of meaningful thought is a massive ROI—it’s the shift from subjective opinion to objective coaching. You're moving from 'I think you did okay' to 'Here is the data on your impact.' A word of caution: Never let the AI hit 'send.' AI is excellent at synthesis but lacks the nuance of a mentor-mentee relationship. Use it to build the foundation and surface the evidence, then apply your human context to the final 10%. If you automate the delivery of feedback, you're effectively automating the destruction of your company culture. Use the time you save on the paperwork to actually talk to your people.