Open first
How far open weights sit from the closed frontier, what they cost, and how fast they run. Closed models are a reference line, not the headline. Rank by quality, price, speed, or coding using published measurements, not DuckWeights scores.
47 models · as of 2026-10-17 · Intelligence index, highest first. Missing scores appear last.
Quality versus blended token price.
Circles are open weights; squares are closed reference. The line is the Pareto frontier (nothing else is both cheaper and better on these two axes).
| Model | Quality | Price | Speed | Usage | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 53.2 | 68.8 | — | 92.8% | 41.0% | $1.98 | $1.32 | $3.96 | 51 tok/s | 0.98s | #29 | |
| 51.8 | 69.1 | — | 90.8% | 38.6% | $0.66 | $0.44 | $1.32 | 106 tok/s | 0.96s | #12 | |
| 43.6 | 76.2 | — | 93.5% | 46.9% | $6.00 | $3.00 | $15.0 | 42 tok/s | 2.86s | #14 | |
| 41.8 | 71.5 | — | 91.2% | 39.9% | $0.24 | $0.15 | $0.50 | 77 tok/s | 2.41s | #3 | |
| 39.5 | — | — | — | 39.2% | $0.53 | $0.30 | $1.20 | 186 tok/s | 0.92s | #1 | |
| 38.9 | — | — | 89.0% | 43.9% | $2.00 | $1.25 | $4.25 | 141 tok/s | 0.44s | #113 | |
| 36.0 | 68.8 | — | 92.8% | 41.0% | $1.98 | $1.32 | $3.96 | 92 tok/s | 1.14s | #22 | |
DeepSeekopen | 34.8 | 65.0 | — | 91.3% | 34.5% | $0.66 | $0.44 | $1.32 | 179 tok/s | 0.94s | — |
| 34.3 | 69.1 | — | 90.8% | 38.6% | $0.66 | $0.44 | $1.32 | 234 tok/s | 0.90s | #9 | |
| 29.2 | 58.6 | — | 92.9% | 39.0% | $0.53 | $0.30 | $1.20 | 115 tok/s | 0.93s | #20 | |
| 28.2 | 59.1 | — | 89.2% | 33.7% | $0.00 | $0.00 | $0.00 | 127 tok/s | 1.23s | #205 | |
| 27.9 | — | — | 82.0% | 29.3% | $1.55 | $1.00 | $3.20 | — | — | #106 | |
| 26.5 | — | — | — | 30.7% | $0.31 | $0.23 | $0.57 | 385 tok/s | 0.54s | #136 | |
| 25.7 | 52.9 | — | 89.5% | 33.3% | $0.53 | $0.30 | $1.20 | 197 tok/s | 2.12s | #184 | |
| 25.3 | 58.8 | — | 89.7% | 33.5% | $0.24 | $0.14 | $0.56 | 88 tok/s | 1.87s | #10 | |
| 25.0 | 52.1 | — | 87.2% | 31.9% | $1.76 | $1.00 | $4.05 | 214 tok/s | 2.33s | #142 | |
| 24.6 | 57.0 | — | 86.2% | 22.0% | $0.00 | $0.00 | $0.00 | 147 tok/s | 1.33s | #117 | |
| 22.9 | 49.3 | — | 86.7% | 28.4% | $1.13 | $0.60 | $2.70 | 143 tok/s | 0.93s | #111 | |
| 22.7 | — | — | 86.7% | 27.8% | $0.10 | $0.06 | $0.21 | — | — | #173 | |
Ai9starsopen | 21.8 | 33.1 | — | 80.5% | 17.5% | $0.00 | $0.00 | $0.00 | — | — | — |
| 16.7 | 39.3 | — | 79.2% | 19.3% | $0.17 | $0.10 | $0.37 | 57 tok/s | 0.66s | #44 | |
| 14.7 | 43.4 | — | 85.7% | 23.6% | $0.00 | $0.00 | $0.00 | 35 tok/s | 0.98s | #37 | |
Googleopen | 14.2 | 31.0 | — | 75.3% | 15.7% | $0.15 | $0.10 | $0.30 | 149 tok/s | 1.21s | — |
| 12.8 | 37.7 | — | 80.0% | 20.8% | $0.45 | $0.30 | $0.90 | 142 tok/s | 0.83s | #161 | |
Qwenopen | 11.9 | — | 84.7 | 73.3% | 10.1% | $0.00 | $0.00 | $0.00 | — | — | — |
Multiverse Computingopen | 11.7 | 23.2 | — | 73.3% | 16.6% | $0.00 | $0.00 | $0.00 | 364 tok/s | 0.46s | — |
Institute Of Foundation Modelsopen | 11.5 | 21.0 | — | 71.3% | 10.1% | $0.00 | $0.00 | $0.00 | — | — | — |
| 11.3 | 26.6 | — | 76.9% | 9.9% | $0.26 | $0.15 | $0.60 | 194 tok/s | 0.66s | #177 | |
Ai9starsopen | 10.8 | 9.9 | — | 43.8% | 4.5% | $0.00 | $0.00 | $0.00 | — | — | — |
| 10.8 | 25.8 | — | 75.2% | 15.8% | $0.39 | $0.25 | $0.80 | 368 tok/s | 1.19s | #224 | |
Qwenopen | 9.5 | — | 29.0 | 59.3% | 7.3% | $0.00 | $0.00 | $0.00 | — | — | — |
Inclusionaiopen | 9.2 | — | 71.3 | 71.9% | 7.3% | $0.00 | $0.00 | $0.00 | — | — | — |
| 9.2 | 36.2 | — | 73.7% | 10.1% | $0.48 | $0.31 | $1.00 | 61 tok/s | 0.76s | #121 | |
Googleopen | 8.9 | 9.4 | — | 57.6% | 3.8% | $0.04 | $0.02 | $0.10 | 40 tok/s | 0.38s | — |
Qwenopen | 8.8 | — | 82.7 | 66.7% | 6.2% | $0.00 | $0.00 | $0.00 | — | — | — |
DeepSeekopen | 8.4 | — | 63.0 | 61.5% | 4.6% | $0.00 | $0.00 | $0.00 | — | — | — |
DeepSeekopen | 7.8 | — | 55.7 | 48.4% | 4.1% | $0.00 | $0.00 | $0.00 | — | — | — |
Googleopen | 7.8 | 7.2 | — | 43.3% | 4.8% | $0.00 | $0.00 | $0.00 | — | — | — |
Qwenopen | 6.9 | — | — | 46.6% | 4.0% | $0.00 | $0.00 | $0.00 | — | — | — |
Microsoftopen | 6.3 | 3.8 | 6.7 | 33.1% | 4.4% | $0.13 | $0.07 | $0.30 | 47 tok/s | 0.32s | — |
Microsoftopen | 5.8 | — | — | 31.5% | 5.0% | $0.14 | $0.08 | $0.32 | 18 tok/s | 0.58s | — |
DeepSeekopen | 5.5 | — | 22.0 | 9.8% | 3.1% | $0.00 | $0.00 | $0.00 | — | — | — |
DeepSeekopen | 5.3 | — | — | 31.9% | 5.4% | $0.00 | $0.00 | $0.00 | — | — | — |
Allen Institute For Aiopen | 5.0 | — | — | 42.5% | 4.3% | $0.00 | $0.00 | $0.00 | — | — | — |
Qwenopen | 4.9 | — | 7.3 | 28.3% | 5.3% | $0.00 | $0.00 | $0.00 | — | — | — |
Ibmopen | 4.8 | — | 1.3 | 25.7% | 6.4% | $0.00 | $0.00 | $0.00 | — | — | — |
Qwenopen | 4.8 | — | 10.3 | 23.1% | 4.9% | $0.00 | $0.00 | $0.00 | — | — | — |