ParaGUIBench - Online Shopping: leaderboard

Metric: Success rate (%; 91 online-shopping tasks; single serial GUI agent (one perception-decision-action loop, no planner) on a Docker desktop with 4 GiB RAM and 2 vCPUs, each model under its official visual-history setting; verdict read from the final environment state by task-specific checks). Source: arxiv.org. Saturation forecast: Around December 2026. 4 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.644
2Seed 1.838.5
3Qwen 3 VL 235B A22B Instruct9.9

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