LLM Stats (TAU-bench Retail; Claude extended thinking; prompt addendum; 100 steps): leaderboard
LLM Stats source-attributed result collection. Protocol: Claude extended thinking; prompt addendum; 100 steps. Scores and source method notes retained without rescaling beyond the published percent conversion. Unverified protocols remain separate source observations; they are not assumed equivalent to another model or benchmark setting.
Metric: Score (%). Source: llm-stats.com. Saturation forecast: Estimated already saturated. 3 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 4.1 | 82.4 | #137 |
| 2 | Claude Opus 4 | 81.4 | #164 |
| 3 | Claude Sonnet 4 | 80.5 | #198 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.
Interactive version: theaggregate.ai/benchmark?slug=llm-stats-tau-bench-retail-claude-extended-thinking-prompt-addendum-100-steps · How It Works · Data refreshed daily, snapshot 2026-10-16.