Network usage
Rankings
Model rankings powered by real usage data from the Tangle operator network.
| # | Model | Provider | Tokens | Requests | Avg Cost | Avg Latency |
|---|---|---|---|---|---|---|
| 1 | deepseek/deepseek-v4.1-flash | OP openrouter | 14.2B | 114.9K | $0.0022 | 10876ms |
| 2 | gpt-6-luna |  openai | 1.9B | 23.7K | $0.0026 | 12706ms |
| 3 | zai/glm-5.3 | Z. zai | 1.3B | 55.2K | $0.0123 | 14083ms |
| 4 | glm-5.3 | Z. zai | 1.2B | 28.6K | $0.0199 | 17098ms |
| 5 | gemini-3.7-flash |  google | 493.4M | 14.7K | $0.0107 | 7927ms |
| 6 | gpt-5.4-mini | openai | 338.7M | 25.8K | $0.0042 | 2835ms |
| 7 | typesafe/jev-1.13.0 | TY typesafe | 261.7M | 221.0K | $0.0000 | 742ms |
| 8 | gpt-6.1-sol | openai | 242.2M | 3.3K | $0.0392 | 10986ms |
| 9 | gpt-5.6-luna | openai | 190.5M | 15.5K | $0.0016 | 8375ms |
| 10 | gemini-3.5-flash-lite | google | 174.0M | 18.2K | $0.0014 | 1753ms |
| 11 | gemini-2.5-flash | google | 81.9M | 20.6K | $0.0011 | 4809ms |
| 12 | gpt-5-mini | openai | 81.8M | 4.9K | $0.0016 | 3931ms |
| 13 | gpt-5.5 | openai | 61.3M | 4.1K | $0.0322 | 2400ms |
| 14 | openrouter/moonshotai/kimi-k3 | OP openrouter | 54.3M | 935 | $0.0340 | 20864ms |
| 15 | google/gemini-2.5-flash-lite | google | 53.9M | 10.3K | $0.0004 | 1333ms |
| 16 | glm-5.2 | Z. zai | 44.5M | 1.4K | $0.0141 | 13379ms |
| 17 | jev-1.13.0 | TY typesafe | 31.5M | 12.7K | $0.0001 | 678ms |
| 18 | openrouter/z-ai/glm-5.3 | OP openrouter | 26.8M | 1.2K | $0.0086 | 23110ms |
| 19 | gpt-4o-mini | openai | 21.4M | 6.0K | $0.0005 | 1286ms |
| 20 | gpt-5 | openai | 19.2M | 2.4K | $0.0024 | 2327ms |
| 21 | gemini-3.1-pro-preview | google | 17.9M | 4.2K | $0.0049 | 9405ms |
| 22 | gpt-5.6-terra | openai | 17.7M | 867 | $0.0143 | 5010ms |
| 23 | deepseek/deepseek-v4-pro-0813 | OP openrouter | 17.5M | 491 | $0.0044 | 11106ms |
| 24 | zai/glm-5.2 | Z. zai | 17.3M | 454 | $0.0156 | 12390ms |
| 25 | glm-5.1 | Z. zai | 15.7M | 3.1K | $0.0073 | 5712ms |
| 26 | openrouter/openai/gpt-5.6-luna | OP openrouter | 10.8M | 2.4K | $0.0015 | 11172ms |
| 27 | qwen/qwen-2.5-7b-instruct | OP openrouter | 9.3M | 23.2K | $0.0001 | 4427ms |
| 28 | gpt-5.4-nano | openai | 6.6M | 750 | $0.0027 | 10262ms |
| 29 | google/gemini-2.5-flash | google | 6.1M | 321 | $0.0053 | 2300ms |
| 30 | gpt-5.4 | openai | 5.1M | 163 | $0.0879 | 46329ms |
| 31 | fireworks/glm-5p3 |  fireworks | 4.3M | 845 | $0.0057 | 9104ms |
| 32 | cloudflare/clef-flash | CL cloudflare | 4.2M | 3.6K | $0.0001 | 1069ms |
| 33 | cloudflare/clef | CL cloudflare | 4.2M | 3.5K | $0.0003 | 1009ms |
| 34 | ibm-granite/granite-4.0-h-micro | OP openrouter | 4.1M | 10.6K | $0.0000 | 7066ms |
| 35 | gpt-5-search-api | openai | 3.8M | 280 | $0.0172 | 5710ms |
| 36 | google/gemma-3-4b-it | OP openrouter | 3.8M | 10.5K | $0.0000 | 6640ms |
| 37 | google/gemma-3-12b-it | OP openrouter | 3.7M | 10.5K | $0.0000 | 5165ms |
| 38 | fireworks/deepseek-v4p1-flash | fireworks | 3.2M | 980 | $0.0011 | 5210ms |
| 39 | meta-llama/llama-3.2-3b-instruct | OP openrouter | 2.6M | 8.0K | $0.0000 | 1964ms |
| 40 | gpt-4.1-mini | openai | 2.5M | 2.5K | $0.0003 | 820ms |
| 41 | accounts/fireworks/models/deepseek-v4-flash-0731 | fireworks | 2.1M | 265 | $0.0004 | 4575ms |
| 42 | gemini-3.8-flash | google | 1.9M | 201 | $0.0060 | 9495ms |
| 43 | gemini-2.5-flash-lite | google | 1.8M | 4.1K | $0.0000 | 947ms |
| 44 | meta-llama/llama-3.2-1b-instruct | OP openrouter | 1.5M | 6.0K | $0.0000 | 1946ms |
| 45 | fireworks/qwen3p8-max | fireworks | 1.2M | 1.1K | $0.0046 | 7392ms |
| 46 | gemini-3.5-flash | google | 1.1M | 709 | $0.0041 | 5097ms |
| 47 | openai/gpt-6-luna | openai | 982.3K | 30 | $0.0013 | 3372ms |
| 48 | deepseek/deepseek-v4-flash | OP openrouter | 726.0K | 56 | $0.0005 | 9297ms |
| 49 | claude-sonnet-5-5 |  anthropic | 528.2K | 399 | $0.0469 | 11132ms |
| 50 | codestral-latest |  mistral | 463.9K | 1.1K | $0.0002 | 2883ms |
| 51 | anthropic/claude-haiku-4-5-20251001 | anthropic | 366.1K | 36 | $0.0122 | 2094ms |
| 52 | meta-llama/llama-3.1-8b-instruct | OP openrouter | 290.3K | 1.9K | $0.0000 | 1676ms |
| 53 | groq/openai/gpt-oss-120b |  groq | 279.3K | 1.9K | $0.0000 | 1160ms |
| 54 | qwen/qwen3-max | OP openrouter | 277.9K | 90 | $0.0100 | 42121ms |
| 55 | gpt-5.6-sol | openai | 248.5K | 201 | $0.0075 | 2879ms |
| 56 | openai/gpt-5.6-luna | openai | 239.9K | 489 | $0.0001 | 1696ms |
| 57 | glm-4.5 | Z. zai | 226.0K | 2.9K | $0.0001 | 2231ms |
| 58 | google/gemini-3.8-flash | google | 214.6K | 30 | $0.0049 | 3126ms |
| 59 | claude-sonnet-5 | anthropic | 212.5K | 179 | $0.0265 | 11567ms |
| 60 | openrouter/anthropic/claude-sonnet-5 | OP openrouter | 178.9K | 24 | $0.0227 | 6449ms |
| 61 | together/deepseek-ai/DeepSeek-V4.1-Flash |  together | 174.6K | 43 | $0.0037 | 11985ms |
| 62 | gpt-6-astra | openai | 156.8K | 43 | $0.1189 | 35939ms |
| 63 | gemini-3.1-flash-lite | google | 154.6K | 41 | $0.0006 | 1631ms |
| 64 | gpt-4.1-nano | openai | 133.3K | 66 | $0.0001 | 1454ms |
| 65 | mistralai/mistral-large | OP openrouter | 119.0K | 225 | $0.0012 | 2087ms |
| 66 | gpt-6-sol | openai | 107.6K | 33 | $0.0326 | 30387ms |
| 67 | google/gemini-3.7-flash | google | 107.2K | 17 | $0.0080 | 8773ms |
| 68 | openai/gpt-6-sol | openai | 104.1K | 11 | $0.0082 | 2790ms |
| 69 | gemini-2.5-pro | google | 103.8K | 3.1K | $0.0002 | 2312ms |
| 70 | openai/gpt-4o-mini-tts | openai | 94.3K | 625 | $0.0015 | 1899ms |
| 71 | anthropic/claude-sonnet-4-6 | anthropic | 88.3K | 426 | $0.0465 | 5007ms |
| 72 | search/searxng | SE searxng | 70.1K | 2.9K | $0.0000 | 2749ms |
| 73 | google/gemini-3.1-flash-lite | google | 62.2K | 27 | $0.0006 | 1619ms |
| 74 | codestral-2508 | mistral | 58.3K | 3.1K | $0.0000 | 913ms |
| 75 | deepseek-flash | fireworks | 52.4K | 747 | $0.0001 | 1392ms |
| 76 | claude-sonnet-4-6 | anthropic | 50.6K | 724 | $0.0014 | 1821ms |
| 77 | openrouter/google/gemini-3.1-pro-preview | OP openrouter | 48.5K | 1 | $0.1166 | 24976ms |
| 78 | moonshotai/kimi-k2.5 | OP openrouter | 43.2K | 5 | $0.0190 | 78788ms |
| 79 | anthropic/claude-haiku-4-5 | OP openrouter | 36.3K | 13 | $0.0033 | 2141ms |
| 80 | openrouter/anthropic/claude-opus-5 | OP openrouter | 31.4K | 6 | $0.0358 | 4010ms |
| 81 | zai/glm-5.3-flash | Z. zai | 30.0K | 4 | $0.0012 | 7863ms |
| 82 | anthropic/claude-sonnet-5-5 | anthropic | 29.7K | 54 | $0.0182 | 2948ms |
| 83 | command-r-08-2024 |  cohere | 23.0K | 1.8K | $0.0000 | 1332ms |
| 84 | claude-opus-4-7 | CA cache | 22.9K | 654 | $0.0001 | 564ms |
| 85 | openrouter/z-ai/glm-5.2 | OP openrouter | 22.8K | 3 | $0.0053 | 10859ms |
| 86 | gpt-4.1 | openai | 19.4K | 3 | $0.0148 | 3981ms |
| 87 | claude-haiku-4-5-20251001 | CA cache | 19.1K | 666 | $0.0002 | 573ms |
| 88 | anthropic/claude-opus-5 | anthropic | 18.8K | 19 | $0.0680 | 3297ms |
| 89 | openai/gpt-5.4 | openai | 17.9K | 96 | $0.0027 | 2643ms |
| 90 | fireworks/deepseek-v4-flash-0731 | fireworks | 16.3K | 212 | $0.0000 | 1088ms |
| 91 | claude-opus-4-6 | CA cache | 15.1K | 656 | $0.0000 | 767ms |
| 92 | openai/gpt-4o-mini | openai | 10.3K | 287 | $0.0000 | 1273ms |
| 93 | fireworks/accounts/fireworks/routers/deepseek-v4p1-flash-us | fireworks | 8.1K | 3 | $0.0016 | 3057ms |
| 94 | openai/gpt-5.5 | openai | 8.0K | 5 | $0.0048 | 1364ms |
| 95 | openrouter/google/gemini-2.5-flash-lite | OP openrouter | 7.7K | 2 | $0.0004 | 5543ms |
| 96 | kimi-k2.7-code | CA cache | 7.2K | 131 | $0.0000 | 322ms |
| 97 | google/gemini-3.5-flash-lite | google | 6.0K | 2 | $0.0010 | 1407ms |
| 98 | openai/gpt-chat-latest | CA cache | 5.3K | 205 | $0.0001 | 863ms |
| 99 | fireworks/kimi-k3 | fireworks | 5.1K | 3 | $0.0062 | 4148ms |
| 100 | cerebras/gpt-oss-120b | CA cache | 4.6K | 37 | $0.0000 | 325ms |
| 101 | gpt-4o-mini-tts | openai | 4.5K | 9 | $0.0056 | 3744ms |
| 102 | together/zai-org/GLM-5.3 | together | 4.5K | 1 | $0.0069 | 8884ms |
| 103 | glm-5-turbo | Z. zai | 2.8K | 1 | $0.0112 | 46824ms |
| 104 | openrouter/z-ai/glm-4.5 | OP openrouter | 2.1K | 16 | $0.0003 | 8303ms |
| 105 | search/you | YO you | 2.0K | 111 | $0.0000 | 997ms |
| 106 | openrouter/moonshotai/kimi-k2.7-code | OP openrouter | 1.8K | 32 | $0.0001 | 2792ms |
| 107 | openai/gpt-6-astra-pro | OP openrouter | 1.5K | 1 | $0.0181 | 6991ms |
| 108 | openai/gpt-6.1-sol-pro | OP openrouter | 1.5K | 1 | $0.0034 | 4759ms |
| 109 | gpt-5-nano | openai | 1.4K | 7 | $0.0001 | 2639ms |
| 110 | google/gemini-2.5-flash-preview-tts | google | 1.4K | 29 | $0.0005 | 2891ms |
| 111 | claude-opus-5-5 | anthropic | 1.3K | 7 | $0.0143 | 3907ms |
| 112 | deepseek-v4-flash | fireworks | 1.3K | 4 | $0.0003 | 1754ms |
| 113 | openai/gpt-5-mini | openai | 1.2K | 8 | $0.0002 | 2287ms |
| 114 | qwen/qwen3.7-plus | OP openrouter | 1.0K | 3 | $0.0004 | 5040ms |
| 115 | together/deepseek-ai/DeepSeek-V4-Pro-0813 | CA cache | 981 | 27 | $0.0000 | 614ms |
| 116 | gemini-3-flash-preview | google | 844 | 7 | $0.0002 | 2761ms |
| 117 | gemini-3.6-flash | google | 556 | 6 | $0.0002 | 4616ms |
| 118 | fireworks/deepseek-v4-pro-0813 | fireworks | 480 | 7 | $0.0003 | 2556ms |
| 119 | anthropic/claude-opus-5-5 | anthropic | 413 | 5 | $0.0630 | 2717ms |
| 120 | z-ai/glm-5.3 | Z. zai | 375 | 2 | $0.0008 | 6470ms |
| 121 | kimi-k3 | together | 332 | 2 | $0.0014 | 2380ms |
| 122 | clef-flash | CL cloudflare | 293 | 1 | $0.0000 | 876ms |
| 123 | openai/gpt-5 | openai | 272 | 3 | $0.0005 | 2104ms |
| 124 | tool/web_fetch | TA tangle | 245 | 4 | $0.0000 | 2651ms |
| 125 | z-ai/glm-4.5 | Z. zai | 229 | 3 | $0.0001 | 4125ms |
| 126 | groq/qwen/qwen3.8-27b | groq | 201 | 1 | $0.0002 | 814ms |
| 127 | glm-5 | Z. zai | 186 | 1 | $0.0006 | 3588ms |
| 128 | qwen/qwen3-8b | OP openrouter | 162 | 1 | $0.0001 | 2715ms |
| 129 | gemini-2.5-flash-preview-tts | google | 155 | 1 | $0.0015 | 4365ms |
| 130 | together/moonshotai/Kimi-K3 | together | 150 | 1 | $0.0012 | 1529ms |
| 131 | openai/gpt-5-nano | openai | 146 | 1 | $0.0001 | 3798ms |
| 132 | z-ai/glm-5 | Z. zai | 136 | 1 | $0.0003 | 4414ms |
| 133 | deepseek/deepseek-v4-flash-0731 | OP openrouter | 115 | 1 | $0.0000 | 2320ms |
| 134 | claude-fable-5-1 | anthropic | 84 | 6 | $0.0003 | 4228ms |
| 135 | openai/gpt-4.1-mini | CA cache | 46 | 2 | $0.0000 | 597ms |
| 136 | deepseek-v4-pro | together | 45 | 2 | $0.0001 | 1763ms |
| 137 | google/gemini-3.1-pro-preview | google | 28 | 2 | $0.0001 | 8372ms |
| 138 | gpt-image-2 | openai | 27 | 27 | $0.0000 | 31996ms |
| 139 | qwen/qwen3-30b-a3b-instruct-2507 | OP openrouter | 22 | 1 | $0.0000 | 2268ms |
| 140 | openai/gpt-5.6-sol | openai | 15 | 1 | $0.0002 | 1532ms |
| 141 | cohere/command-r-08-2024 | cohere | 13 | 1 | $0.0000 | 7752ms |
| 142 | bytedance/seedance-2.0/image-to-video | FA fal | 5 | 1 | $1.5777 | 859ms |
| 143 | tangle/canary-echo | TA tangle-synthetic | 0 | 1.2K | $0.0000 | 127ms |