Shopping Reasoning Bench - Multi-Turn: leaderboard
Metric: Weighted pass rate (%) on the 293 multi-turn 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, averaged over turns; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.7 | 78.5 |
| 2 | Gemini 3.1 Pro (Preview) | 77.7 |
| 3 | Gemini 3 Flash | 75.7 |
| 4 | Gemini 3.1 Flash Lite | 73.5 |
| 5 | Claude Sonnet 4.5 | 71.3 |
| 6 | GPT-5.4 | 71 |
| 7 | GPT-5.4 Mini | 65.8 |
| 8 | GPT-5.4 Nano | 61.9 |
| 9 | Claude Haiku 4.5 | 59.1 |
Interactive version: theaggregate.ai/benchmark?slug=shopping-reasoning-bench-multi-turn · How It Works · Data refreshed daily, snapshot 2026-09-29.