Ad-hoc manual evaluations couldn't keep pace with rapid AI iteration. Scoring updates against real developer PRs cut negative rules.
A software development platform building an automated code reviewer that countless developers rely on for accurate pull request feedback.
The engineering team struggled to ensure their models consistently provided actionable and relevant suggestions. Their ad-hoc manual evaluation...
Graphite's Code review is part of this use case:
AI code review platform and developer workflow tools for engineering teams.
AI observability and evaluation platform that helps developers build, test, and monitor LLM-powered applications.
Related implementations across industries and use cases
AI coding tools outpaced manual review. Reasoning models now audit complex logic, cutting pull request cycles by up to 50%.
Scattered spreadsheets couldn't catch AI hallucinations. Now, automated LLM judges evaluate every prompt change to block regressions.
Manual reviews couldn't keep pace. Claude now uses IDE tools to validate logic, cutting first reviews from hours to minutes.
AI coding tools outpaced manual review. Reasoning models now audit complex logic, cutting pull request cycles by up to 50%.
Manual reviews couldn't keep pace. Claude now uses IDE tools to validate logic, cutting first reviews from hours to minutes.
Scattered spreadsheets couldn't catch AI hallucinations. Now, automated LLM judges evaluate every prompt change to block regressions.
Moderation couldn't keep pace with 600M users. AI agents now filter toxicity while models recognize 2.5B objects to refine search.
Repetitive coding slowed R&D. Now 80% of engineers use agentic tools to automate work, saving up to 2 hours weekly per person.
Manual testing consumed 20% of developer time. Now, 1,500 engineers use AI agents to auto-generate tests and prototype solutions.
Ad-hoc manual evaluations couldn't keep pace with rapid AI iteration. Scoring updates against real developer PRs cut negative rules.
A software development platform building an automated code reviewer that countless developers rely on for accurate pull request feedback.
The engineering team struggled to ensure their models consistently provided actionable and relevant suggestions. Their ad-hoc manual evaluation...
Graphite's Code review is part of this use case:
AI code review platform and developer workflow tools for engineering teams.
AI observability and evaluation platform that helps developers build, test, and monitor LLM-powered applications.
Related implementations across industries and use cases
AI coding tools outpaced manual review. Reasoning models now audit complex logic, cutting pull request cycles by up to 50%.
Scattered spreadsheets couldn't catch AI hallucinations. Now, automated LLM judges evaluate every prompt change to block regressions.
Manual reviews couldn't keep pace. Claude now uses IDE tools to validate logic, cutting first reviews from hours to minutes.
AI coding tools outpaced manual review. Reasoning models now audit complex logic, cutting pull request cycles by up to 50%.
Manual reviews couldn't keep pace. Claude now uses IDE tools to validate logic, cutting first reviews from hours to minutes.
Scattered spreadsheets couldn't catch AI hallucinations. Now, automated LLM judges evaluate every prompt change to block regressions.
Moderation couldn't keep pace with 600M users. AI agents now filter toxicity while models recognize 2.5B objects to refine search.
Repetitive coding slowed R&D. Now 80% of engineers use agentic tools to automate work, saving up to 2 hours weekly per person.
Manual testing consumed 20% of developer time. Now, 1,500 engineers use AI agents to auto-generate tests and prototype solutions.