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What are we actually different from?

Most people sizing us up are already using something to look at their CI, a free telemetry tool, or just a chat window. So instead of arguing in the abstract, we ran those tools against a repo we already know cold, webpack/webpack, and compared the reports line by line. Pick whichever one you're already reaching for.

FREE TELEMETRY TOOL

vs. ci-snitch

ci-snitch is a real, free tool that turns your Actions history into a solid telemetry report: p50/p95, changepoints, failure rates, billable minutes. We agree with what it measures. The comparison is about where diagnosis stops and a verified fix starts.

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A CHAT WINDOW

vs. ChatGPT

Pasting your workflow YAML into ChatGPT is free and instant, and its first-pass ideas aren't wrong. The catch is that it never sees a real run and will hand you a confident percentage it invented. Here's where a guess stops and a measured number starts.

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Both comparisons land in the same place: the other tools are a good first pass, and none of them will run the fix on your CI and measure what it actually saved. That's the part we guarantee. Bring whatever report you already have and we'll tell you which findings are worth a measured number.

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