Inference provider ranking
# providers
95 providers serving 134 open-weights models, aggregated from live per-model offers. verified = models the provider's own catalog/price API confirms · top-10 = how many of the current overall top 10 they host · cheapest on = models where they have the best blended price · vs best $ = median premium over each model's cheapest offer (1.00× = usually the cheapest). Click a column to sort. Machine-readable: providers.json.
| # | provider | models | verified | top-10 | cheapest on | vs best $ | tps (med) | ttft (med) |
|---|---|---|---|---|---|---|---|---|
| 1 | DeepInfra | 86 | 49 | 8 | 33 | 1.16× | 49 | 619ms |
| 2 | Novita | 74 | 54 | 8 | 17 | 1.38× | 34 | 913ms |
| 3 | SiliconFlow | 56 | 50 | 8 | 7 | 1.45× | — | — |
| 4 | Featherless | 49 | — | 7 | 1 | 1.00× | — | — |
| 5 | Together | 48 | — | 6 | 3 | 2.25× | — | — |
| 6 | Venice | 45 | 41 | 8 | 2 | 1.69× | — | — |
| 7 | Nebius | 42 | 24 | 7 | 4 | 1.32× | — | — |
| 8 | Amazon Bedrock | 33 | 27 | 2 | 8 | 1.36× | — | — |
| 9 | Parasail | 30 | — | 6 | — | 2.15× | — | — |
| 10 | Alibaba | 29 | — | 7 | 4 | 3.03× | — | — |
| 11 | AtlasCloud | 29 | 29 | 7 | — | 2.13× | — | — |
| 12 | Wandb | 26 | — | 6 | 2 | 1.71× | — | — |
| 13 | BaseTen | 26 | — | 6 | 1 | 2.04× | — | — |
| 14 | GMICloud | 25 | — | 5 | 6 | 1.30× | — | — |
| 15 | Phala | 22 | 22 | 6 | — | 3.77× | — | — |
| 16 | DigitalOcean | 21 | — | 6 | — | 1.99× | — | — |
| 17 | Aihubmix | 20 | — | 5 | 4 | 1.56× | — | — |
| 18 | CoreWeave | 20 | — | 5 | 1 | 1.76× | — | — |
| 19 | Cloudflare | 19 | — | 6 | 1 | 4.03× | — | — |
| 20 | StreamLake | 19 | — | 4 | 5 | 1.31× | — | — |
| 21 | Azure | 19 | 1 | 2 | 3 | 2.46× | — | — |
| 22 | Fireworks | 18 | — | 5 | 1 | 2.25× | — | — |
| 23 | Opencode Go | 17 | — | 5 | 3 | 1.36× | — | — |
| 24 | Crusoe | 17 | — | 3 | — | 3.70× | — | — |
| 25 | Tencent | 14 | — | 5 | 4 | 1.95× | — | — |
| 26 | Inferenceapis | 14 | — | 4 | — | 2.45× | — | — |
| 27 | 14 | — | — | — | 2.60× | — | — | |
| 28 | Scaleway | 13 | — | 4 | — | 4.83× | 153 | 369ms |
| 29 | Relace | 12 | — | 6 | 3 | 1.30× | — | — |
| 30 | Chutes | 12 | 10 | 4 | 1 | 2.04× | — | — |
| 31 | Baidu | 12 | — | 4 | — | 2.21× | — | — |
| 32 | Hyperbolic | 12 | 5 | — | 3 | 2.18× | — | — |
| 33 | Vultr | 11 | — | 6 | 5 | 1.39× | — | — |
| 34 | Wafer | 11 | — | 6 | 1 | 1.96× | — | — |
| 35 | Sail | 11 | — | 4 | 2 | 2.20× | — | — |
| 36 | Z.AI | 11 | — | 3 | 2 | 1.41× | 61 | 1873ms |
| 37 | Mistral | 10 | 3 | 3 | 4 | 1.41× | — | — |
| 38 | Qwen Ai Platform | 10 | — | 3 | 2 | 1.67× | — | — |
| 39 | Qwencloud | 10 | — | 3 | 2 | 1.67× | — | — |
| 40 | Nscale | 10 | — | — | 4 | 1.03× | 58 | 448ms |
| 41 | Darkbloom | 9 | — | 2 | 6 | 1.00× | — | — |
| 42 | DekaLLM | 9 | — | 2 | 1 | 1.58× | — | — |
| 43 | OVHcloud | 9 | 7 | 1 | 1 | 3.08× | 47 | 494ms |
| 44 | SambaNova | 9 | 5 | — | — | 3.63× | — | — |
| 45 | Reka | 8 | — | 5 | — | 2.65× | — | — |
| 46 | Makora | 8 | — | 3 | 1 | 2.43× | — | — |
| 47 | DeepSeek | 8 | — | 1 | 2 | 1.71× | — | — |
| 48 | Sail Research | 7 | — | 4 | 3 | 1.16× | — | — |
| 49 | Modal | 7 | — | 4 | 1 | 4.32× | — | — |
| 50 | InferenceNet | 7 | — | 3 | 1 | 1.63× | — | — |
| 51 | AkashML | 7 | — | 3 | — | 1.93× | — | — |
| 52 | Friendliai | 7 | — | 3 | — | 2.28× | — | — |
| 53 | Minimax | 7 | — | — | 2 | 1.36× | — | — |
| 54 | Replicate | 7 | — | — | 1 | 4.38× | — | — |
| 55 | Inceptron | 6 | — | 4 | — | 2.02× | — | — |
| 56 | Morph | 6 | — | 4 | — | 2.33× | — | — |
| 57 | Mancer 2 | 6 | — | 2 | — | 3.07× | — | — |
| 58 | ModelRun | 6 | — | 2 | — | 3.85× | — | — |
| 59 | Groq | 6 | 3 | 1 | — | 4.25× | — | — |
| 60 | Bedrock Mantle | 6 | — | — | — | 2.55× | — | — |
| 61 | Tensormesh | 6 | — | — | — | 1.89× | — | — |
| 62 | Decart | 5 | — | 3 | 1 | 2.11× | — | — |
| 63 | Friendli | 5 | — | 3 | — | 2.28× | — | — |
| 64 | Cohere | 5 | — | 2 | 1 | 2.34× | — | — |
| 65 | PrimeIntellect | 5 | — | 2 | — | 4.64× | — | — |
| 66 | NextBit | 5 | — | 1 | — | 1.47× | — | — |
| 67 | Io Net | 5 | — | — | 2 | 1.68× | — | — |
| 68 | Libertai | 5 | — | — | 1 | 1.73× | — | — |
| 69 | Nvidia | 5 | — | — | — | — | — | — |
| 70 | Scx | 4 | — | 3 | — | 2.41× | — | — |
| 71 | Moonshot AI | 4 | — | 1 | — | 1.70× | — | — |
| 72 | Gmi | 4 | — | — | 1 | 1.19× | — | — |
| 73 | Mara | 4 | — | — | — | 3.90× | — | — |
| 74 | Xiaomi | 4 | — | — | — | 1.19× | — | — |
| 75 | Near AI | 3 | — | 2 | 1 | 2.62× | — | — |
| 76 | Tenstorrent | 3 | — | 2 | 1 | 1.74× | — | — |
| 77 | Ionstream | 3 | — | 1 | — | 2.78× | — | — |
| 78 | OpenInference | 3 | — | 1 | — | 2.34× | — | — |
| 79 | Google Vertex | 3 | — | — | 1 | 3.03× | — | — |
| 80 | Cerebras | 2 | 1 | 1 | — | 7.73× | — | — |
| 81 | Coralbricks | 2 | — | 1 | — | 3.78× | — | — |
| 82 | Nex AGI | 2 | — | — | 2 | 1.00× | — | — |
| 83 | Poolside | 2 | — | — | 2 | 1.00× | — | — |
| 84 | StepFun | 2 | — | — | 2 | 1.00× | — | — |
| 85 | Prism | 2 | — | — | — | 2.14× | — | — |
| 86 | Xiaomi Mimo | 2 | — | — | — | 1.11× | — | — |
| 87 | Ambient | 1 | — | 1 | — | 1.01× | — | — |
| 88 | Doubleword | 1 | — | 1 | — | 2.28× | — | — |
| 89 | ParetoAlpha | 1 | — | 1 | — | 2.64× | — | — |
| 90 | Arcee AI | 1 | — | — | 1 | 1.00× | — | — |
| 91 | Lambda | 1 | — | — | 1 | 1.00× | — | — |
| 92 | Liquid | 1 | — | — | 1 | 1.00× | — | — |
| 93 | LongCat | 1 | — | — | 1 | 1.00× | — | — |
| 94 | IBM watsonx | 1 | — | — | — | 4.64× | — | — |
| 95 | Snowflake | 1 | — | — | — | 2.46× | — | — |
default order: model coverage, then top-10 coverage, then price wins. Prices are blended $/M tokens (3:1 input:output) from each provider's live offers; a model's per-provider offers are on its own page.