Refrain
See your developer experience the way coding agents do.
Benchmark how Claude Code, Cursor, OpenCode, Gemini, and Codex actually recommend your product against your competitors. Find what loses you picks. Ship the change. Watch your standing move.
01Run live benchmarks
Pick the agents and scenarios. We spin up Claude Code, Cursor, OpenCode, Gemini CLI, and Codex CLI in ephemeral containers against your real product and competitors. Five minutes per run. Bring your own keys.
02See the grounded action list
We extract the agent transcripts that explain why an agent picked someone else. Missing MCP server, stale samples, dashboard-only setup. Prioritized by what actually moves your pick rate.
03Ship and re-run
Close items as agents stop citing them. Watch your rank rise across the agent field. Catch regressions when a model update or a competitor's release reopens an old gap.