Turn your team's GitHub work into review drafts you can trust
PerfCopilot reads each engineer's commits, pull requests, and code reviews, then drafts a performance review where every line links back to the GitHub artifact that backs it — bias-checked before you ever hit send.
Connect GitHub — free up to 5 seats → · read-only, no credit card
✓ Every claim links to a real PR · ✓ Bias-checked · ✓ Read-only, stays out of your HR platform
What PerfCopilot reads from GitHub
Read-only access to the signals that actually show an engineer's impact:
- Merged pull requests — what shipped, scope, and review depth
- Commits — sustained contribution, not just launch-week spikes
- Code reviews given — mentorship and collaboration signal
- Issues & linked work — the problems owned end to end
Every one becomes a cited line in the draft — click any claim and see the PR behind it. Want the full source list? See all integrations.
Summarizers vs. a cited, bias-checked draft
| GitHub summarizer tools (ReviewFrame, etc.) | Activity trackers (devActivity) | PerfCopilot | |
|---|---|---|---|
| Reads GitHub activity | ✓ | ✓ | ✓ |
| Cites the exact PR/commit behind each claim | ✗ | ✗ | ✓ |
| Bias & fairness check on the draft | ✗ | ✗ | ✓ |
| Writes a review (not just metrics/summary) | partial | ✗ (metrics only) | ✓ |
| Combines GitHub with Slack/Jira evidence | ✗ | ✗ | ✓ (18 integrations) |
| No migration — exports into Lattice/15Five | ✗ | ✗ | ✓ |
PerfCopilot turns a review cycle of GitHub activity into a cited, bias-checked draft in under 5 minutes, with 100% of claims cited to the PR/commit behind them — versus hours scrolling PRs by hand.
Why "cited to the PR" matters
A summary tells you an engineer "improved reliability." A cited review shows the three PRs that cut error rates, linked inline — so when the rating is questioned in calibration or a promo packet, the evidence is one click away. Metrics tools count commits; PerfCopilot explains what they meant, fairly.
Pair the performance review generator with the bias checker so two engineers who did equal work don't get unequal write-ups. See pricing — free up to 5 seats.
Connect GitHub — free up to 5 seats → · read-only, no credit card
FAQ
What GitHub data does PerfCopilot read? Read-only: merged pull requests, commits, code reviews, and linked issues. It does not write to your repos or change anything.
Does it cite the actual PRs? Yes. Every claim in the draft links to the specific GitHub artifact — PR, commit, or review — that supports it, so the review is defensible.
Does it just count commits? No. Commit-counting penalizes engineers doing the hardest, lowest-volume work. PerfCopilot reads what the work was and writes it up, bias-checked, instead of scoring raw output.
Do I have to move off Lattice or 15Five? No. PerfCopilot drafts from GitHub and exports the review into the HR platform you already run. Nothing to migrate.
Can it combine GitHub with other tools? Yes — pair GitHub with Slack, Jira, Gmail, and 14 more so the review reflects the whole contribution, not just code.