Furniture Assembly leaderboard: which LLMs score highest
Furniture Assembly (planning a physical assembly) currently has scores for 25 models. The top score is 83.3% by Claude Opus 5.5 (max); the median model scores 40.0% and the lowest scores 20.0%.
| # | Model | Organisation | Furniture Assembly score | Cheapest input $/M | Source | Captured |
|---|---|---|---|---|---|---|
| 1 | Claude Opus 5.5 (max) | Anthropic | 83.3% | $4.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 2 | GPT-6 Astra (max) | OpenAI | 80.0% | $10.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 3 | GPT-6.1 Sol (max) | OpenAI | 80.0% | $2.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 4 | Claude Sonnet 5.5 (max) | Anthropic | 75.0% | $2.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 5 | Claude Fable 5.1 (max) | Anthropic | 70.0% | $10.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 6 | Claude Opus 5 (max) | Anthropic | 60.8% | $5.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 7 | GPT-6 Sol (max) | OpenAI | 58.3% | $2.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 8 | GPT-5.6 Sol (max) | OpenAI | 56.7% | $2.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 9 | GPT-5.6 Terra (max) | OpenAI | 54.2% | $2.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 10 | GPT-5.5 (xhigh) | OpenAI | 44.2% | $5.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 11 | GPT-6 Luna (max) | OpenAI | 44.2% | $0.100 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 12 | GPT-5.6 Luna (max) | OpenAI | 42.5% | $0.200 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 13 | Grok 4.6 (xhigh) | xAI | 40.0% | $1.25 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 14 | GPT-5.2 (xhigh) | OpenAI | 38.3% | $1.75 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 15 | GPT-5.4 (xhigh) | OpenAI | 37.5% | $2.50 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 16 | Claude Fable 5 (max) | Anthropic | 35.8% | $10.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 17 | Kimi K3 (max) | Moonshot | 34.2% | $1.29 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 18 | Claude Opus 4.7 (max) | Anthropic | 33.3% | $5.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 19 | Gemini 3.8 Flash (high) | Google DeepMind | 31.7% | $0.750 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 20 | Claude Opus 4.6 (max) | Anthropic | 28.3% | $5.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 21 | Gemini 3.7 Flash (high) | Google DeepMind | 26.7% | $0.750 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 22 | Grok 4.5 (high) | xAI | 22.5% | $2.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 23 | Kimi K2.6 | Moonshot | 21.7% | $0.650 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 24 | Grok 4.7 (xhigh) | xAI | 20.8% | $2.00 | Epoch AI Benchmarking Hub | 2026-10-05 |
| 25 | Qwen3.8 Max (0902) (xhigh) | Alibaba | 20.0% | $1.65 | Epoch AI Benchmarking Hub | 2026-10-05 |
Compare all benchmarks side by side on the live leaderboard →
Among the ten highest scorers, the cheapest listed API price belongs to GPT-6.1 Sol (max) at $2.00 per million input tokens (score 80.0%).
What Furniture Assembly measures
Furniture Assembly measures planning a physical assembly.
How to read these scores
Scores are percentages (higher is better): the share of questions or tasks the model completed correctly. Where a model is listed at several reasoning efforts, only its highest-effort row is shown. See the methodology for how rows are chosen.
Where the data comes from
Epoch AI Benchmarking Hub (CC BY 4.0). Scores were last captured 2026-10-05; the Captured column gives each row's date.