AI code review on GitHub is not a replacement for your team - it is a fast first pass that catches risky patterns, missing edge cases, and style drift before humans spend time on line-by-line debate. CodeCritic groups issues by theme and severity so triage stays readable even when the diff is large.
Because the same engine backs the browser, API, and GitHub paths, you do not maintain two different quality bars. Developers can paste a snippet in the web UI for a quick check, while release branches stay on the PR workflow your managers already trust.
For compliance-minded orgs, access is explicit: connect only the repos you need, use company billing when you are ready, and pair the product with 2FA and API key rotation in Settings. Data handling is described in Privacy.
When you outgrow a single maintainer, move to shared plans and the teams story - same GitHub integration, clearer ownership of who pays and who can run reviews.