Shopping Reasoning Bench: leaderboard
Shopping Reasoning Bench (Amazon, 2026) evaluates conversational shopping assistants on 525 expert-authored single- and multi-turn missions graded against 10,863 importance-weighted binary rubrics by a Claude Sonnet 4.5 judge, with each model using its native web search. The score is the weighted rubric pass rate in percent over all missions; higher is better.
Metric: Weighted pass rate (%) over all 525 expert-authored shopping missions scored by importance-weighted binary rubrics written by retail domain experts (weighted pass rate); each model answers with its native web search tool at default inference settings and a Claude Sonnet 4.5 judge (temperature 0) grades every rubric; mission-weighted mean of the single- and multi-turn subsets; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 9 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 77.2 | #94 |
| 2 | Claude Opus 4.7 | 77 | #79 |
| 3 | Gemini 3 Flash | 75.5 | #164 |
| 4 | Gemini 3.1 Flash Lite | 72.4 | #364 |
| 5 | GPT-5.4 | 70.2 | #123 |
| 6 | Claude Sonnet 4.5 | 68.6 | #250 |
| 7 | GPT-5.4 Mini | 63.9 | #389 |
| 8 | GPT-5.4 Nano | 63.4 | #635 |
| 9 | Claude Haiku 4.5 | 57.4 | #568 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=shopping-reasoning-bench · How It Works · Data refreshed daily, snapshot 2026-11-13.