CAR-bench: leaderboard
Context-aware reasoning benchmark for agents, focused on following task context, constraints, and environment feedback during multi-step work.
Metric: Avg Pass^3 (%). Source: car-bench.github.io. Saturation forecast: Around February 2027. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 4.6 | 58 | #63 |
| 2 | GPT-5 | 54 | #98 |
| 3 | Gemini 2.5 Pro | 38 | #152 |
| 4 | Qwen 3 32B | 31 | #443 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=car-bench · How It Works · Data refreshed daily, snapshot 2026-10-20.