Dan Goslen
Senior Software Engineer III
Vouch, a technology-first insurance platform, needed a solution to maintain high code quality standards while managing a complex monorepo architecture with their lean engineering team.
Technical Challenge
With multiple internal platforms and APIs to maintain, Vouch's engineering team faced challenges with PR review lead times and catching subtle implementation errors that were difficult for human reviewers to detect consistently.
"We saw that some of our most common mistakes were from issues that human reviewers have a hard time reliably detecting but are easy for a trained automation tool to catch every time."
Implementation Strategy
After evaluating several AI tools, Vouch chose Greptile for its minimal setup requirements and immediate value delivery. The team particularly appreciated the ability to tune prompts for their monorepo structure and the flexibility to control usage through labels.
"We've tuned our prompt to make sure our engineers are using these packages properly in addition to looking for style and logic issues."
Technical Impact
Greptile has helped Vouch catch critical issues around incorrect typing, poor asynchronous handling, and improper logging patterns. The code review summary feature has enhanced human reviewer effectiveness by providing clear context before deep-diving into the code.
"We get comments like "This package exposes an API that looks like this, but you are using it incorrectly", which is very useful. Static analysis tools would not be able to help in that situation."
Developer Experience
The integration has enabled developers to receive immediate feedback on code issues, allowing human reviewers to focus on architectural concerns and best practices. The chat feature has become a valuable tool for understanding complex domain aspects of the system.
For engineering teams seeking to maintain high code quality standards while moving quickly, Greptile offers a low-risk, high-reward solution that integrates seamlessly into existing workflows.
Technology-first insurance platform for high-growth startups.
AI code reviewer that understands your codebase.
Merge 50-80% faster, catch up to 3X more bugs.
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