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What teams actually shipped

Not hypotheticals — production AI systems with real constraints, real metrics, and the lessons that only show up after launch.

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Featured · Case Study

Case Study: 12-Person Startup Cuts PR Cycle Time with AI Review

How a seed-stage team added an AI code reviewer on every PR — blocking security patterns, surfacing nits, without replacing human approval.

A 12-engineer startup deployed the AI code reviewer workflow via GitHub Actions. Median time-to-first-review dropped from 6 hours to 4 minutes. Human reviewers still approved every merge. Critical security findings caught 2 issues humans missed in month one.

Developer Tools · LedgerAPI (fictional)
Code ReviewGitHubCISecurityStartup
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Median time to first review

4 min

PRs reviewed automatically

100%

Critical findings caught (month 1)

2