Rankings

Model rankings powered by real usage data from the Tangle operator network.

#ModelProviderTokensRequestsAvg CostAvg Latency
1deepseek/deepseek-v4.1-flashopenrouter14.2B114.9K$0.002210896ms
2glm-5.3zai571.3M12.0K$0.020015698ms
3gpt-5.6-lunaopenai164.6M11.8K$0.00157940ms
4gemini-2.5-flashgoogle64.5M14.8K$0.00136150ms
5gemini-3.7-flashgoogle62.7M2.8K$0.00874609ms
6gpt-5.4-miniopenai59.5M14.4K$0.00281535ms
7openrouter/moonshotai/kimi-k3openrouter54.3M935$0.034020864ms
8glm-5.2zai44.6M1.4K$0.014113581ms
9gpt-5.6-terraopenai17.7M867$0.01435010ms
10deepseek/deepseek-v4-pro-0813openrouter17.5M491$0.004411106ms
11google/gemini-2.5-flash-litegoogle16.0M3.2K$0.00041303ms
12glm-5.1zai15.7M3.1K$0.00735703ms
13gemini-3.1-pro-previewgoogle15.2M1.1K$0.00919490ms
14jev-1.13.0typesafe12.4M1.5K$0.0004931ms
15openrouter/openai/gpt-5.6-lunaopenrouter10.8M2.4K$0.001511172ms
16qwen/qwen-2.5-7b-instructopenrouter9.3M23.2K$0.00014427ms
17zai/glm-5.2zai7.1M224$0.013311931ms
18ibm-granite/granite-4.0-h-microopenrouter4.1M10.6K$0.00007066ms
19google/gemma-3-4b-itopenrouter3.8M10.5K$0.00006640ms
20google/gemma-3-12b-itopenrouter3.7M10.5K$0.00005164ms
21gpt-5-search-apiopenai3.1M230$0.01725758ms
22meta-llama/llama-3.2-3b-instructopenrouter2.6M8.0K$0.00001964ms
23gpt-4.1-miniopenai2.5M1.1K$0.0005900ms
24gpt-4o-miniopenai2.2M2.0K$0.00011301ms
25accounts/fireworks/models/deepseek-v4-flash-0731fireworks2.1M265$0.00044575ms
26gpt-5-miniopenai1.9M797$0.00124290ms
27google/gemini-2.5-flashgoogle1.7M214$0.00142181ms
28meta-llama/llama-3.2-1b-instructopenrouter1.5M6.0K$0.00001946ms
29fireworks/qwen3p8-maxfireworks1.2M1.1K$0.00467392ms
30deepseek/deepseek-v4-flashopenrouter726.0K56$0.00059297ms
31gpt-5.5openai709.9K735$0.01063205ms
32codestral-latestmistral463.9K1.1K$0.00022885ms
33gpt-5openai389.6K696$0.00061546ms
34gpt-5.4-nanoopenai339.8K571$0.00011305ms
35openrouter/z-ai/glm-5.3openrouter331.8K81$0.004135139ms
36gpt-5.4openai328.1K105$0.032320267ms
37meta-llama/llama-3.1-8b-instructopenrouter290.3K1.9K$0.00001676ms
38qwen/qwen3-maxopenrouter277.9K90$0.010042121ms
39gemini-2.5-flash-litegoogle253.3K816$0.0000613ms
40gpt-5.6-solopenai248.5K201$0.00752879ms
41openai/gpt-5.6-lunaopenai239.9K489$0.00011696ms
42openrouter/anthropic/claude-sonnet-5openrouter223.0K25$0.02697597ms
43gemini-3.5-flashgoogle218.8K39$0.007610781ms
44gpt-4.1-nanoopenai130.8K61$0.00011469ms
45mistralai/mistral-largeopenrouter119.0K225$0.00122087ms
46openrouter/z-ai/glm-5.2openrouter89.8K14$0.005018557ms
47gemini-3.5-flash-litegoogle76.3K61$0.00041400ms
48google/gemini-3.1-flash-litegoogle62.2K27$0.00061619ms
49glm-4.5cache53.8K674$0.0000976ms
50openrouter/google/gemini-3.1-pro-previewopenrouter48.5K1$0.116624976ms
51groq/openai/gpt-oss-120bgroq45.1K34$0.00021066ms
52moonshotai/kimi-k2.5openrouter43.2K5$0.019078788ms
53gemini-3.1-flash-litegoogle40.5K36$0.00031453ms
54anthropic/claude-haiku-4-5openrouter36.3K13$0.00332141ms
55openrouter/anthropic/claude-opus-5openrouter31.4K6$0.03584010ms
56fireworks/deepseek-v4-flash-0731fireworks20.1K336$0.00001044ms
57gpt-4.1openai19.4K3$0.01483981ms
58openai/gpt-5.4openai17.9K96$0.00272643ms
59codestral-2508cache13.1K685$0.0000495ms
60kimi-k2.7-codecache12.4K229$0.0000313ms
61openai/gpt-4o-miniopenai10.3K287$0.00001274ms
62gemini-2.5-procache9.6K686$0.0000865ms
63openrouter/google/gemini-2.5-flash-liteopenrouter7.7K2$0.00045543ms
64openai/gpt-chat-latestcache7.3K281$0.0001630ms
65google/gemini-3.5-flash-litegoogle6.0K2$0.00101407ms
66openrouter/moonshotai/kimi-k2.7-codeopenrouter3.1K57$0.00012791ms
67glm-5-turbozai2.8K1$0.011246824ms
68openai/gpt-6-astra-proopenrouter1.5K1$0.01816991ms
69qwen/qwen3.7-plusopenrouter1.0K3$0.00045040ms
70gpt-5-nanoopenai8686$0.00002129ms
71openrouter/z-ai/glm-4.5openrouter6905$0.00038755ms
72gemini-3.6-flashgoogle5566$0.00024616ms
73fireworks/deepseek-v4-pro-0813fireworks4807$0.00032556ms
74gemini-3-flash-previewgoogle4614$0.00022645ms
75z-ai/glm-5.3zai3752$0.00086470ms
76google/gemini-2.5-flash-preview-ttsgoogle3467$0.00053051ms
77openai/gpt-5cache3182$0.00082317ms
78tool/web_fetchtangle2454$0.00002651ms
79openai/gpt-5-miniopenai2304$0.00012155ms
80zai/glm-5.3zai1941$0.00086533ms
81qwen/qwen3-8bopenrouter1621$0.00012715ms
82search/searxngsearxng15413$0.00004102ms
83openai/gpt-5-nanoopenai1461$0.00013798ms
84z-ai/glm-5zai1361$0.00034414ms
85deepseek/deepseek-v4-flash-0731openrouter1151$0.00002320ms
86openai/gpt-5.5cache802$0.0003986ms
87openai/gpt-4.1-minicache462$0.0000852ms
88qwen/qwen3-30b-a3b-instruct-2507openrouter221$0.00002268ms
89openai/gpt-5.6-solopenai151$0.00021532ms

Request Activity

Models ranked by routed activity across operators

Quality Scores

Community ratings and evaluation signals per model

Cost Efficiency

Best value models comparing price, speed, and quality