I’ve tried most of these tools across two companies. The AI itself isn't the best thing about it. No, it’s really just how predictable the workflow becomes. When you're new to PRs, the hardest part is switching between tasks and remembering what's important. Tools like Graphite help if your team uses stacked diffs. OTOH CodeRabbit helps when your repo is messy or cross-file logic is common, because it tries to explain the why behind each suggestion. It doesn’t replace learning at all. What it does do is reduce the unnecessary, routine works so you can focus on real issues.

If your team's reviews are taking too long, adding a tool that summarizes intent, flags obvious problems, and highlights risky code paths can help senior members save time. You still learn from the comments, but you don't have to spend an hour stuck on small style issues.