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Full-Stack Apps

Coding agents building complete apps, judged by people.

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Human preference votes from Design Arena.

What it measures

Models work as coding agents to build a full-stack application from the same prompt, and people vote on which result is better in head-to-head matchups. Rankings are Elo ratings from Design Arena’s agent arena.

Beyond public benchmarks

Get a private eval built for your model.

Votes tell you which app people preferred, not why the other one failed. Our senior engineers grade agent builds step by step against rubrics you define.

  • Unpublished tasks written by vetted US-based subject-matter experts
  • Rubric-based grading with expert review, not just automated scoring
  • Delivered under NDA, with training data to close the gaps it finds

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