ComponentBench (Browser Use): leaderboard

Metric: Pass rate (%; share of tasks whose programmatic verifier passes; the browser-use agent framework with screenshots, serialized DOM and grounded element references, up to 4 actions per step; ComponentBench-Full: 2,910 programmatically verified tasks on 97 canonical UI components across widely used web component libraries; 20-step budget; one deterministic run). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 6 models tracked.

Top models

#ModelScore
1Browser Use + Gemini 3 Flash95.2
2Browser Use + GPT-5.490.4
3Browser Use + Gemini 3.1 Flash-Lite87.4
4Browser Use + GPT-5 mini87
5Browser Use + GPT-5.4 mini85.8
6Browser Use + Qwen3-VL-235B78.8

Interactive version: theaggregate.ai/benchmark?slug=componentbench-browser-use · How It Works · Data refreshed daily, snapshot 2026-09-29.