- Claude Code
- Codex
- Amp
- Grok 4.5
- OpenCode
- Pi
See which coding agent is best on your own codebase
Save money and time without compromising quality.
These example results are from our codebase — yours will be built from your own PRs. Pick the right point on the quality, cost, and speed frontier for your team, and instantly evaluate every new model release on your code.
Quality vs. cost
Quality vs. speed
A custom SWE-Bench, built from your own PRs.
Run a custom coding agent benchmark on your own codebase — in one click.
Select exemplary PRs
Pick pull requests that represent great engineering work from your repos. An AI infers the original spec from each one — the agents never see the solution.
Select agents
Choose any mix of coding agents and models. Each agent implements every spec independently, in its own cloud dev environment.
Compare the results
LLM evaluators from multiple providers grade each implementation on correctness, completeness, and code quality — no single model's bias dominates.



Your first benchmark is on us.
We'd be happy to get you personally set up in a 30-minute call — and we'll cover the cost of benchmarking several leading coding agents on your own codebase.
- Your code stays private
- One 30-minute call — we handle the setup
- Benchmark costs covered — on us
- Re-run it whenever a new model ships