Benchmarks
How to compare Autopilot with other commit assistants fairly.
Benchmarks
We don’t want fake leaderboard numbers or cherry-picked comparisons. The most useful benchmark is one you can reproduce on your own machine.
What To Measure
- Time to first useful commit message.
- CPU and memory overhead while the watcher is running.
- Responsiveness on a large repository.
- Accuracy of the generated commit summary.
- Usability: how many manual steps are required.
Comparing With Alternatives
If you want to compare Autopilot with tools like aicommits or opencommit, use the same repository and the same staged diff:
- Start from identical changes.
- Measure how long it takes to get a commit message.
- Compare whether the message matches the actual scope of the change.
- Check whether the tool keeps running in the background or requires repeated manual prompts.
Large Repo Checks
On big repositories, the biggest variables are:
- How much of the tree is watched.
- Whether generated directories are ignored.
- How often the watcher syncs status or leaderboard data.
Recommended checks:
- Run with a narrow watch path.
- Ignore build directories.
- Turn off AI if you don’t need it for the benchmark.
Interpreting Results
Autopilot’s strengths are:
- Background automation.
- Safer defaults.
- Fewer manual prompts.
Its tradeoff is that it is intentionally more conservative than simple on-demand commit generators.