PerfCopilot

AI writing assistant for performance reviews

Artificial Intelligence

Tech

Human Resources

Hi Product Hunt. I'm Nick, and I built PerfCopilot because I have written a lot of performance reviews, and I was bad at it in a specific way. By the time review season came around, I could really only remember the last few weeks. Six months of someone's actual work, quietly collapsed into whatever happened to be recent. That is not a memory problem you fix by trying harder. It is a format problem. PerfCopilot is a writing assistant for performance reviews. Not another platform to migrate to. It connects to the tools where work actually happens (GitHub, Jira, Slack, email, and 15 more), reads what your team did across the whole cycle, and drafts a review where every claim links back to the real artifact that supports it. A shipped PR. A closed ticket. An incident someone handled calmly. You end up editing evidence instead of staring at a blank box. Two things I cared about getting right. Every claim is cited. The first thing people say when I mention AI and reviews in the same sentence is "isn't that just ChatGPT." They are right to worry, because general models will write fluent, confident, completely invented specifics. PerfCopilot only writes what it can point to. No source, no claim. And there is always a human in the loop. It drafts, and it runs a bias check for gendered language, recency, tenure, and vague filler before you ever see the draft. But you review, edit, and decide what to send. It never sends anything on its own. You also keep your stack. If you already pay for Lattice, 15Five, or BambooHR, keep them. PerfCopilot drafts from your tools and exports the finished review into the platform you already run. Nothing to rip out. It is built for managers on every team, not just engineering. Sales, support, ops, anyone who has to write reviews and would rather ground them in what happened than in what they can recall. On the things this community tends to ask about: signals are pulled per organization and never shared across tenants. Some sources are read for metadata only, so Slack and email give us activity signals, not message content. OAuth access is read only and encrypted at rest, and your data is not used to train models. It is free for teams up to 5, no credit card. Pro is $4.99 per seat per month billed annually. I would genuinely love your feedback, especially the skeptical kind. If you have ever written a review and thought "this is not really fair, I just do not remember the first half of the year," that is the exact thing I am trying to fix. Tell me where it falls short. I will be in the comments all day. Thanks for taking a look.