Rankings

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

#ModelProviderTokensRequestsAvg CostAvg Latency
1deepseek/deepseek-v4.1-flashopenrouter24.0B173.5K$0.002413505ms
2glm-5.3zai2.0B39.9K$0.023720119ms
3gpt-5.6-lunaopenai178.6M14.0K$0.00167160ms
4openrouter/z-ai/glm-5.3openrouter123.3M2.5K$0.028333665ms
5openrouter/moonshotai/kimi-k3openrouter103.5M2.0K$0.029921027ms
6gemini-2.5-flashgoogle97.2M17.8K$0.00165612ms
7glm-5.1zai94.3M4.3K$0.01248083ms
8gemini-3.7-flashgoogle67.5M3.0K$0.00864506ms
9zai/glm-5.3zai66.8M1.3K$0.021118450ms
10gpt-5.4-miniopenai59.5M14.4K$0.00281536ms
11glm-5.2zai44.8M1.6K$0.013213259ms
12google/gemini-2.5-flash-litegoogle42.4M10.4K$0.00041287ms
13glm-5-turbozai38.5M742$0.019620719ms
14gemini-3.6-flashgoogle32.1M808$0.01126273ms
15deepseek/deepseek-v4-pro-0813openrouter25.6M572$0.006514343ms
16openrouter/anthropic/claude-sonnet-5openrouter24.2M178$0.17329384ms
17gpt-5.6-terraopenai17.9M884$0.01425052ms
18qwen/qwen3-30b-a3b-instruct-2507openrouter17.0M16.3K$0.00011820ms
19openrouter/openai/gpt-5.6-lunaopenrouter16.9M3.7K$0.001611214ms
20gemini-3.1-pro-previewgoogle15.7M3.4K$0.00324108ms
21qwen/qwen3.8-max-0902openrouter15.4M136$0.038623983ms
22anthropic/claude-sonnet-5anthropic13.4M623$0.065215653ms
23jev-1.13.0typesafe12.4M1.5K$0.0004931ms
24qwen/qwen-2.5-7b-instructopenrouter10.2M26.0K$0.00014577ms
25zai/glm-5.2zai10.2M301$0.015011179ms
26deepseek/deepseek-v4-flash-0731openrouter9.7M228$0.001724014ms
27google/gemma-3-4b-itopenrouter8.0M20.7K$0.00006075ms
28google/gemma-3-12b-itopenrouter7.6M20.2K$0.00005200ms
29deepseek/deepseek-chat-v3.1openrouter5.9M15.8K$0.00011945ms
30ibm-granite/granite-4.0-h-microopenrouter5.3M13.9K$0.00006180ms
31z-ai/glm-5.3zai5.2M175$0.013921299ms
32google/gemini-2.5-flashgoogle4.2M402$0.00302616ms
33claude-sonnet-5anthropic4.1M5.1K$0.03799846ms
34deepseek-v4-flashdeepseek3.9M734$0.000712909ms
35gpt-5-search-apiopenai3.1M230$0.01725758ms
36meta-llama/llama-3.2-3b-instructopenrouter3.0M12.1K$0.00001581ms
37gpt-5.5openai2.9M2.9K$0.00401407ms
38gpt-5-miniopenai2.6M3.0K$0.00041865ms
39gpt-4.1-miniopenai2.5M3.3K$0.0002646ms
40meta-llama/llama-3.2-1b-instructopenrouter2.5M8.2K$0.00002088ms
41gpt-4o-miniopenai2.4M4.2K$0.0001922ms
42gpt-5.6-solopenai2.2M300$0.01995533ms
43stealth/union-alphaopenrouter2.1M59$0.000022385ms
44accounts/fireworks/models/deepseek-v4-flash-0731fireworks2.1M265$0.00044575ms
45qwen/qwen3-8bopenrouter2.0M1.9K$0.000310363ms
46meta-llama/llama-3.1-8b-instructopenrouter1.7M4.0K$0.00004028ms
47deepseek/deepseek-v4-flashopenrouter1.4M179$0.000310434ms
48qwen/qwen3-235b-a22b-2507openrouter1.4M1.5K$0.00001995ms
49openai/gpt-5.6-lunaopenai1.3M583$0.00031906ms
50fireworks/qwen3p8-maxfireworks1.2M1.1K$0.00467392ms
51claude-sonnet-4-6anthropic1.0M4.7K$0.00202349ms
52gpt-5openai928.6K2.9K$0.00061574ms
53openrouter/z-ai/glm-5-turboopenrouter904.6K157$0.00286883ms
54google/gemini-3.1-flash-litegoogle594.8K39$0.00401923ms
55ibm-granite/granite-4.2-8bopenrouter536.1K759$0.00029517ms
56openrouter/anthropic/claude-haiku-4.5openrouter516.8K37$0.02035606ms
57codestral-latestmistral463.9K1.1K$0.00022882ms
58claude-fable-5anthropic455.4K472$0.174315699ms
59gpt-5.4-nanoopenai363.7K590$0.00011317ms
60gpt-5.4openai331.2K111$0.030619263ms
61qwen/qwen3.8-flashopenrouter323.9K842$0.00017051ms
62gemini-2.5-flash-litegoogle284.9K3.1K$0.0000501ms
63qwen/qwen3-maxopenrouter277.9K90$0.010042121ms
64glm-4.5cache269.7K2.9K$0.00001002ms
65meta-llama/llama-3.3-70b-instructopenrouter221.3K361$0.00011072ms
66gemini-3.5-flashgoogle218.8K44$0.00679802ms
67openai/gpt-5.6-solopenai170.9K22$0.05404490ms
68deepseek/deepseek-chatdeepseek138.1K508$0.0000751ms
69openrouter/z-ai/glm-5.2openrouter133.6K42$0.003011546ms
70gpt-4.1-nanoopenai130.8K61$0.00011469ms
71mistralai/mistral-largeopenrouter119.0K225$0.00122087ms
72google/gemini-3.5-flash-litegoogle112.4K5$0.00392039ms
73claude-fable-5-1anthropic109.3K148$0.136913974ms
74kimi-k2.7-codecache108.6K2.0K$0.0000305ms
75openai/gpt-5.6-luna-proopenrouter101.7K11$0.00183437ms
76openrouter/google/gemini-2.5-flashopenrouter93.3K2$0.01897495ms
77groq/openai/gpt-oss-120bgroq89.0K57$0.00031476ms
78fireworks/deepseek-v4-flash-0731cache88.9K2.6K$0.0000869ms
79claude-opus-4-7cache87.1K2.2K$0.0014622ms
80openrouter/z-ai/glm-5.1openrouter82.5K6$0.008813605ms
81gpt-5-nanoopenai78.8K7$0.00062703ms
82gemini-3.5-flash-litegoogle76.6K66$0.00041398ms
83anthropic/claude-haiku-4-5-20251001anthropic76.1K67$0.017412959ms
84openai/gpt-chat-latestcache64.5K2.5K$0.0001625ms
85meta-llama/llama-4-scoutopenrouter61.9K43$0.000210792ms
86claude-opus-4-6cache51.2K2.2K$0.0001863ms
87anthropic/claude-opus-5anthropic49.8K18$0.05003337ms
88openrouter/google/gemini-3.1-pro-previewopenrouter48.5K1$0.116624976ms
89claude-haiku-4-5-20251001cache48.4K2.2K$0.0000516ms
90codestral-2508cache46.0K2.4K$0.0000487ms
91moonshotai/kimi-k2.5openrouter43.2K5$0.019078788ms
92gemini-2.5-procache41.6K2.9K$0.0000873ms
93gemini-3.1-flash-litegoogle40.8K40$0.00031444ms
94anthropic/claude-haiku-4-5openrouter36.3K13$0.00332141ms
95openrouter/google/gemini-2.5-flash-liteopenrouter34.2K11$0.00032599ms
96openrouter/anthropic/claude-opus-5openrouter31.4K6$0.03584010ms
97openai/gpt-oss-20bopenrouter28.9K36$0.00018031ms
98openrouter/moonshotai/kimi-k2.7-codeopenrouter27.0K498$0.00012908ms
99gpt-4.1openai19.4K3$0.01483981ms
100openai/gpt-5.4openai18.0K97$0.00272636ms
101o1-procache14.9K142$0.0000261ms
102gpt-4oopenai14.7K22$0.00302747ms
103openai/gpt-4o-miniopenai10.4K288$0.00001274ms
104openrouter/openai/gpt-5openrouter7.4K41$0.00187531ms
105qwen/qwen3-14bopenrouter6.7K2$0.000845918ms
106openrouter/z-ai/glm-4.5openrouter6.3K30$0.00058568ms
107openrouter/openai/gpt-5-miniopenrouter6.2K49$0.00034464ms
108openai/gpt-6-astra-proopenrouter4.5K3$0.01734741ms
109openrouter/openai/o1-proopenrouter3.8K36$0.06409363ms
110meta/muse-glimmer-30bopenrouter3.5K4$0.001214832ms
111search/searxngsearxng2.6K116$0.00003818ms
112google/gemini-2.5-flash-preview-ttsgoogle1.6K30$0.00053136ms
113openai/gpt-5.6-sol-proopenrouter1.5K1$0.00402690ms
114openai/gpt-5.6-terra-proopenrouter1.5K1$0.00412351ms
115mistral-large-latestcache1.5K79$0.0000739ms
116qwen/qwen3.7-plusopenrouter1.0K3$0.00045040ms
117openrouter/openai/gpt-5.5openrouter1.0K25$0.00083553ms
118openrouter/openai/gpt-4o-miniopenrouter89539$0.00002508ms
119openrouter/openai/gpt-4.1-miniopenrouter81034$0.00003623ms
120gpt-5.2openai48616$0.00021740ms
121fireworks/deepseek-v4-pro-0813fireworks4807$0.00032556ms
122gemini-3-flash-previewgoogle4614$0.00022645ms
123deepseek/deepseek-v4-prodeepseek3673$0.00012857ms
124claude-opus-5anthropic36512$0.00052472ms
125openai/gpt-5cache3182$0.00082317ms
126tool/web_fetchtangle2454$0.00002651ms
127openai/gpt-5-miniopenai2304$0.00012155ms
128openrouter/google/gemini-2.5-proopenrouter2101$0.00245386ms
129anthropic/claude-sonnet-4-6anthropic1533$0.01433025ms
130openai/gpt-5-nanoopenai1461$0.00013798ms
131z-ai/glm-5zai1361$0.00034414ms
132deepseek-v4-prodeepseek1141$0.00012047ms
133openai/gpt-5.5cache802$0.0003986ms
134openai/gpt-4.1-minicache462$0.0000852ms
135mistral-medium-2604mistral422$0.0001869ms
136google/gemma-3-27b-itopenrouter281$0.00006251ms
137mistralai/mistral-large-2407openrouter211$0.00011151ms
138openrouter/mistralai/codestral-2508openrouter191$0.00002730ms
139google/gemini-3.1-pro-previewgoogle141$0.00003757ms
140gemini-flash-latestgoogle71$0.00001626ms
141google/gemini-3.7-flashgoogle61$0.00001624ms

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