Why We Use Multiple AI Code Review Tools
Blog post from Weave
Many teams mistakenly rely on a single AI tool for code review, expecting it to catch all issues, but Weave found that using multiple specialized tools is more effective. At Weave, every pull request is reviewed by four different AI tools—Cursor Bugbot for bug detection, Greptile and Cubic for general code review, and Wispbit for context-aware standards—before reaching a human reviewer. This multi-tool approach covers different aspects of code quality, catching around 60% of bugs early and allowing human reviewers to focus on complex, high-level decisions that AI cannot handle. The strategy emphasizes that each tool should bring unique value, and the cost of running multiple tools should be outweighed by the value of the issues they catch. The process is automated in Weave's CI/CD pipeline to ensure consistency, demonstrating that the best code review setup involves using a combination of imperfect tools to achieve comprehensive coverage.
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