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Building uReview, Uber’s Multi-Agent Code Review Engine — Will Bond & Ameya Ketkar, Uber

Uber built a system called uReview in 2024 that uses AI agents for code review, after wait times for human reviews grew from three to nine hours.

The system posted approximately 25,000 comments per week and resolved 67 percent of the issues it identified, while costs decreased 60 percent compared to the first version. Uber's challenge was not creating the AI agents but running them at scale cheaply and measuring the right metrics—including comment sentiment, whether issues were actually addressed, and agent performance over time—in order to adjust the system.

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