ParaGUIBench - Online Shopping: leaderboard

ParaGUIBench (2026) is a benchmark of 233 long-horizon desktop and web GUI tasks whose sub-tasks can often run in parallel; this board scores single serial GUI agents with one perception-decision-action loop. Success rate in percent on the 91 online shopping tasks; higher is better.

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 February 2027. 4 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.644#161
2Seed 1.838.5#242
3Qwen 3 VL 235B A22B Instruct9.9#522

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=paraguibench-online-shopping · How It Works · Data refreshed daily, snapshot 2026-11-13.