MemoryArena - Web Shopping Progress Score: leaderboard

Metric: Task progress score (%) on Bundled Web Shopping: the share of a task's subtasks completed correctly, averaged over tasks; the model is the task agent and keeps its full interaction history in context (no external memory); printed as fractions and shown times 100; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.679#85
2Claude Sonnet 4.579#138
3Gemini 3 Flash76#93
4GPT-4.1 Mini43#346

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=memoryarena-web-shopping-progress-score · How It Works · Data refreshed daily, snapshot 2026-10-11.