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Compare by Provider
Two to four providers, ranked side by side. Every model each one publishes lands on one capability table and one quality-versus-cost plot, and a figure no source published stays explicitly unavailable.
Provider set
Check two to 4 providers below, then press Compare — the URL and the table below only update once you do.
Compare by Provider
34 models across 2 providers, on the same seven capability axes the leaderboard ranks. Choose a column header to sort; expand a row for its benchmark tasks.
Meta- Models
- 9
- Scored
- 9
- Best overall
- 70.28Muse Spark 1.2
- Blended $ / 1M
- $0.15 – $2.00
Alibaba- Models
- 25
- Scored
- 25
- Best overall
- 73.17Qwen3.8 Max
- Blended $ / 1M
- $0.055 – $1.56
Evidence key: ObservedUnavailable
| Compare | Details | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 1Qwen3.8 MaxAlibaba · Open Weight | 73.17 | 83.6 | 68 | 69 | 86.6 | 87.4 | 90.5 | Unavailable | ||
| 2Muse Spark 1.2Meta · Proprietary | 70.28 | 81.4 | 61 | 76 | 75.3 | Unavailable | Unavailable | Unavailable | ||
| 3Muse Spark 1.1Meta · Proprietary | 70.18 | 75.9 | 56.6 | 93.4 | 74.4 | 77.3 | Unavailable | Unavailable | ||
| 4Muse SparkMeta · Proprietary | 67.51 | 46.8 | 37.9 | 75.2 | 45.1 | 77.5 | 91.9 | 55.1 | ||
| 5Qwen3.7 MaxAlibaba · Proprietary | 66.87 | 63.8 | 69.5 | 71 | 75.1 | Unavailable | 89.2 | 81.9 | ||
| 6Qwen3.8-27BAlibaba · Open WeightSelf-hosted | 64.29 | 82.4 | 55.6 | 47.6 | 77.4 | 79.8 | 83.2 | Unavailable | ||
| 7Qwen 3.6 Max (preview)Alibaba · Proprietary | 63.94 | 56 | 43.4 | 69.9 | Unavailable | Unavailable | Unavailable | 41.3 | ||
| 8Qwen3.7 PlusAlibaba · Proprietary | 61.6 | 58.1 | 57.9 | 60.1 | 74 | 72.4 | 89.2 | 78.2 | ||
| 9Qwen3.6 PlusAlibaba · Proprietary | 60.36 | 52.5 | 52.6 | 58.5 | 60.1 | 66.2 | 82.5 | 62 | ||
| 10Qwen3.5 397B (Reasoning)Alibaba · Open Weight | 57.54 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 11Qwen3.8-Flash-NextAlibaba · Open WeightSelf-hosted | 56.98 | 41 | 54.9 | 53.3 | 75.8 | 83.1 | 87.2 | Unavailable | ||
| 12Qwen3.5 FlashAlibaba · Proprietary | 56.19 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | 28.4 | ||
| 13Qwen3 235B 2507 (Reasoning)Alibaba · Open WeightSelf-hosted | 56.08 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | 30 | ||
| 14Qwen3.5-27BAlibaba · Open WeightSelf-hosted | 55.14 | 15.5 | 57 | 71.7 | 51.6 | 70.6 | 91.5 | Unavailable | ||
| 15Qwen3.5 397BAlibaba · Open Weight | 55.09 | 30.9 | 34.8 | 54.5 | 59.8 | 62.9 | Unavailable | 73.5 | ||
| 16Qwen3 235B 2507Alibaba · Open WeightSelf-hosted | 54.11 | Unavailable | Unavailable | 72.1 | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 17Qwen3.5-35B-A3BAlibaba · Open WeightSelf-hosted | 53.47 | 13.7 | 47.6 | 70.5 | 40.2 | 67.2 | 87.4 | Unavailable | ||
| 18Qwen3.5-122B-A10BAlibaba · Open WeightSelf-hosted | 50.67 | 24.9 | 51.2 | 73.3 | 48.7 | 57 | 91.6 | Unavailable | ||
| 19Qwen3.5 PlusAlibaba · Proprietary | 50.33 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | 39.3 | ||
| 20Qwen3.7 FlashAlibaba · Proprietary | 49.46 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 21Qwen2.5-1MAlibaba · Open WeightSelf-hosted | 48.09 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 22Qwen3.6-27BAlibaba · Open WeightSelf-hosted | 47.73 | 47.2 | 41.4 | 46.9 | 74.1 | 51.9 | 81 | 72.1 | ||
| 23Muse Glimmer 30BMeta · Open WeightSelf-hosted | 45.08 | 51.2 | 36.3 | 52.4 | 78.3 | 46.3 | 77.7 | 75.4 | ||
| 24Qwen3.6-35B-A3BAlibaba · Open Weight | 43.85 | 36 | 25.6 | 43.3 | 70.3 | 50 | 76.8 | 70.7 | ||
| 25Qwen3 MaxAlibaba · Proprietary | 40.75 | Unavailable | Unavailable | 49.7 | 55.4 | Unavailable | 50.3 | Unavailable | ||
| 26Qwen3-Omni-30B-A3B-InstructAlibaba · Open Weight | 38.64 | Unavailable | Unavailable | 39.2 | 21 | 41.9 | 33.5 | Unavailable | ||
| 27Qwen2.5-VL-32BAlibaba · Open WeightSelf-hosted | 38.27 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 28Llama 4 BehemothMeta · Open WeightSelf-hosted | 38.22 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 29Qwen2.5-72BAlibaba · Open WeightSelf-hosted | 37.52 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 30Llama 3.1 405BMeta · Open WeightSelf-hosted | 36.7 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 31Llama 4 ScoutMeta · Open WeightSelf-hosted | 33.32 | Unavailable | Unavailable | 40.1 | 40.1 | 38.1 | 44.3 | 25.1 | ||
| 32Qwen2.5 Coder 32B InstructAlibaba · Open WeightSelf-hosted | 33.3 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 33Llama 3 70BMeta · Open WeightSelf-hosted | 30.73 | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | Unavailable | ||
| 34Llama 4 MaverickMeta · Open WeightSelf-hosted | 22.73 | Unavailable | Unavailable | 50.2 | 55.4 | 51.6 | 48.9 | 25.1 |
18 of these rows are marked self-hosted by the source: open-weight models with no first-party hosted token rate. 3 of them show a hosted rate matched from another provider; the rest report an unavailable price rather than zero.
Quality versus cost
Each point is one of these providers' models with both an overall score and complete token prices. Cost is logarithmic by default; untick for a linear axis.
Lowest blended cost
Up to twelve of these providers' models, ranked on the 75% input / 25% output blend.
18 of these rows are marked self-hosted by the source: open-weight models with no first-party hosted token rate. 3 of them show a hosted rate matched from another provider; the rest report an unavailable price rather than zero.
15 self-hosted models are left out: the source publishes no hosted token rate for them, so they have no comparable per-token cost — not a cost of zero.
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