Rankings

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

#ModelProviderTokensRequestsAvg CostAvg Latency
1deepseek/deepseek-v4.1-flashopenrouter24.0B173.7K$0.002413496ms
2glm-5.3zai3.3B66.8K$0.024720112ms
3deepseek-v4-flashopenai-stream1.3B27.6K$0.002111326ms
4gpt-5.6-lunaopenai-stream1.2B26.8K$0.00627052ms
5openrouter/stealth/ox-alphaopenrouter1.2B18.8K$0.000024102ms
6glm-5.2openai-stream1.0B29.9K$0.008915869ms
7deepseek-v4-proopenai-stream1.0B22.3K$0.005310721ms
8zai/glm-5.3zai899.2M31.1K$0.012910291ms
9gpt-5.4-miniopenai340.5M25.8K$0.00432838ms
10gpt-6.1-solopenai237.8M2.8K$0.041511193ms
11openrouter/z-ai/glm-5.3openrouter188.3M4.6K$0.026031517ms
12gpt-5-miniopenai135.7M15.4K$0.00184346ms
13deepseek-ai/deepseek-v4-flashopenai-stream123.3M2.1K$0.002211519ms
14gemini-2.5-flashgoogle118.6M24.5K$0.00144661ms
15openrouter/moonshotai/kimi-k3openrouter103.5M2.0K$0.029820980ms
16gpt-6-lunaopenai101.1M1.6K$0.002313683ms
17deepseek/deepseek-v4-flashopenai-stream97.7M5.1K$0.00054007ms
18glm-5.1zai96.5M4.4K$0.01238232ms
19google/gemini-2.5-flash-litegoogle91.7M24.0K$0.00041445ms
20gemini-2.5-flash-liteopenai-stream78.5M13.2K$0.00041253ms
21gpt-5.5openai75.3M12.7K$0.02576152ms
22gemini-3.7-flashgoogle68.6M3.1K$0.00844455ms
23gpt-4.1-miniopenai-stream42.7M11.5K$0.00131486ms
24anthropic/claude-haiku-4-5-20251001openai41.9M9.6K$0.00282781ms
25glm-5-turbozai38.6M801$0.018420026ms
26zai/glm-4.7openai-stream36.3M3.5K$0.002310578ms
27stealth/ox-alphaopenrouter35.3M2.0K$0.000028615ms
28gemini-3.1-flash-liteopenai32.6M9.7K$0.00151838ms
29gemini-3.6-flashgoogle32.5M929$0.01025841ms
30jev-1.13.0typesafe31.0M12.1K$0.0001680ms
31openai/gpt-5-miniopenai-stream30.3M4.0K$0.00264861ms
32openrouter/openai/gpt-5.6-lunaopenrouter29.9M6.7K$0.001310695ms
33gpt-4o-miniopenai28.8M11.2K$0.00041152ms
34deepseek/deepseek-v4-pro-0813openrouter25.6M572$0.006514343ms
35openrouter/anthropic/claude-sonnet-5openrouter24.3M184$0.16839241ms
36deepseek/deepseek-chatdeepseek22.3M8.8K$0.00052426ms
37gpt-5openai21.8M7.0K$0.00182138ms
38anthropic/claude-sonnet-5anthropic19.0M2.6K$0.03779393ms
39gpt-5.6-terraopenai17.9M886$0.01425042ms
40openrouter/qwen/qwen3.8-27bopenrouter17.8M1.2K$0.009720955ms
41qwen/qwen3-30b-a3b-instruct-2507openrouter17.0M16.3K$0.00011820ms
42gemini-3.1-pro-previewgoogle16.9M7.8K$0.00193509ms
43zai/glm-5.2zai16.4M715$0.00879203ms
44qwen/qwen3.8-max-0902openrouter15.4M136$0.038623983ms
45zai/glm-5.1openai-stream12.3M702$0.010111184ms
46openai/gpt-4o-miniopenai-stream12.1M15.7K$0.00022569ms
47tool/web_fetchtangle10.8M2.1K$0.00001077ms
48qwen/qwen-2.5-7b-instructopenrouter10.2M26.0K$0.00014577ms
49deepseek/deepseek-v4-flash-0731openrouter9.7M228$0.001724014ms
50google/gemma-3-4b-itopenrouter8.0M20.7K$0.00006075ms
51google/gemma-3-12b-itopenrouter7.6M20.2K$0.00005200ms
52gpt-5.4-nanoopenai6.6M771$0.002710026ms
53gemini-2.5-proopenai-stream6.5M7.8K$0.00091573ms
54z-ai/glm-5.3zai6.5M1.1K$0.005011658ms
55google/gemini-2.5-flashgoogle6.0M714$0.00252840ms
56deepseek/deepseek-chat-v3.1openrouter5.9M15.8K$0.00011945ms
57fireworks/deepseek-v4-flashopenai-stream5.5M125$0.005916830ms
58ibm-granite/granite-4.0-h-microopenrouter5.3M13.9K$0.00006180ms
59gpt-5.4openai5.1M193$0.075139751ms
60claude-sonnet-5anthropic4.4M5.4K$0.03689828ms
61gpt-5-search-apiopenai3.8M282$0.01705686ms
62openai/gpt-5.5openai3.7M485$0.058312008ms
63fireworks/deepseek-v4p1-flashfireworks3.2M967$0.00115249ms
64grok-4.5openai-stream3.1M85$0.086210367ms
65meta-llama/llama-3.2-3b-instructopenrouter3.0M12.1K$0.00001581ms
66gpt-5.6-solopenai3.0M349$0.02826699ms
67typesafe/jev-1.13.0typesafe2.6M1.5K$0.0001928ms
68openrouter/openai/gpt-5-miniopenrouter2.6M789$0.00136308ms
69meta-llama/llama-3.2-1b-instructopenrouter2.5M8.2K$0.00002088ms
70claude-sonnet-4-6anthropic2.4M8.6K$0.00383093ms
71claude-haiku-4-5-20251001openai-stream2.3M5.7K$0.00031388ms
72stealth/union-alphaopenrouter2.1M59$0.000022385ms
73accounts/fireworks/models/deepseek-v4-flash-0731fireworks2.1M265$0.00044575ms
74qwen/qwen3-8bopenrouter2.0M1.9K$0.000310363ms
75meta-llama/llama-3.1-8b-instructopenrouter1.7M4.0K$0.00004028ms
76cloudflare/clef-flashcloudflare1.6M1.2K$0.00011102ms
77cloudflare/clefcloudflare1.6M1.1K$0.00041337ms
78openai/gpt-5.6openai1.5M153$0.009655398ms
79qwen/qwen3-235b-a22b-2507openrouter1.4M1.5K$0.00001994ms
80gpt-5-nanoopenai-stream1.3M145$0.000820299ms
81openai/gpt-5.6-lunaopenai1.3M583$0.00031906ms
82fireworks/qwen3p8-maxfireworks1.2M1.1K$0.00467370ms
83openai/gpt-4.1-miniopenai1.2M112$0.00514685ms
84openai/gpt-5.1openai1.2M198$0.01719517ms
85glm-4.5cache997.5K7.1K$0.00012054ms
86gpt-5.1openai-stream993.8K131$0.044328964ms
87gemini-3.5-flashgoogle961.3K315$0.00585013ms
88openrouter/z-ai/glm-5-turboopenrouter948.2K208$0.00277584ms
89gpt-3.5-turbo-0125openai880.3K2.3K$0.00002181ms
90groq/llama-3.1-8b-instantopenai834.1K3.6K$0.0000446ms
91anthropic/claude-opus-5anthropic664.8K115$0.089812495ms
92openrouter/openai/gpt-5openrouter596.8K271$0.00516737ms
93google/gemini-3.1-flash-litegoogle594.8K40$0.00391896ms
94ibm-granite/granite-4.2-8bopenrouter536.1K759$0.00029517ms
95claude-sonnet-5-5anthropic528.2K399$0.046911132ms
96openrouter/anthropic/claude-haiku-4.5openrouter516.8K39$0.01935409ms
97openai/gpt-5openai475.3K196$0.014814504ms
98codestral-latestmistral464.1K1.1K$0.00022867ms
99claude-fable-5anthropic460.0K505$0.163214985ms
100gpt-5.6openai-stream443.8K46$0.009681892ms
101openrouter/z-ai/glm-5.2openrouter390.6K82$0.005411179ms
102openrouter/z-ai/glm-5.1openrouter374.3K17$0.01038730ms
103qwen/qwen3-maxopenrouter332.3K191$0.005020600ms
104qwen/qwen3.8-flashopenrouter323.9K842$0.00017051ms
105gpt-4.1-nanoopenai-stream275.1K89$0.00021418ms
106google/gemini-3.6-flashgoogle242.8K21$0.00642672ms
107groq/openai/gpt-oss-120bgroq227.1K1.1K$0.0000615ms
108gemini-3-flash-previewopenai-stream224.6K33$0.004313221ms
109meta-llama/llama-3.3-70b-instructopenrouter221.3K361$0.00011072ms
110anthropic/claude-sonnet-4-5openai-stream217.0K292$0.00055056ms
111google/gemini-3.8-flashgoogle214.6K30$0.00493126ms
112claude-opus-4-7cache190.5K5.1K$0.0006592ms
113together/deepseek-ai/DeepSeek-V4.1-Flashtogether174.6K43$0.003711985ms
114openai/gpt-5.6-solopenai170.9K22$0.05404490ms
115glm-4.6openai165.3K52$0.00119689ms
116gemini-3.5-flash-litegoogle162.2K109$0.00051305ms
117cerebras/gpt-oss-120bcache161.1K1.3K$0.0000371ms
118kimi-k2.7-codecache150.3K2.8K$0.0000309ms
119anthropic/claude-sonnet-4-6anthropic147.6K782$0.02714417ms
120search/youyou138.1K4.2K$0.0058894ms
121codestral-2508cache137.1K6.5K$0.0000467ms
122x-ai/grok-4.6openrouter136.7K14$0.013413081ms
123claude-opus-4-6cache119.5K5.1K$0.0000813ms
124mistralai/mistral-largeopenrouter119.0K225$0.00122087ms
125zai/glm-4.5openai-stream118.6K4$0.013815777ms
126google/gemini-3.5-flash-litegoogle112.4K5$0.00392039ms
127claude-fable-5-1anthropic109.4K154$0.131513594ms
128gpt-6-astraopenai105.7K30$0.083027205ms
129openai/gpt-6-solopenai104.1K11$0.00822790ms
130openai/gpt-5.6-luna-proopenrouter101.7K11$0.00183437ms
131fireworks/deepseek-v4-flash-0731cache101.6K3.0K$0.0000845ms
132openrouter/google/gemini-2.5-flashopenrouter93.3K2$0.01897495ms
133openai/gpt-4o-mini-ttsopenai93.0K613$0.00151904ms
134zai/glm-5-turboopenai-stream90.9K22$0.00233656ms
135openai/gpt-chat-latestcache86.6K3.3K$0.0001660ms
136o1-procache77.0K680$0.0000313ms
137meta-llama/llama-4-scoutopenrouter61.9K43$0.000210792ms
138gpt-5.1-chat-latestopenai-stream60.5K3$0.004410914ms
139liquid/lfm-2.5-2.6b:freeopenrouter58.2K52$0.00005349ms
140openrouter/moonshotai/kimi-k2.7-codeopenrouter50.3K704$0.00023345ms
141gpt-4oopenai49.5K30$0.00582706ms
142openrouter/google/gemini-3.1-pro-previewopenrouter48.5K1$0.116624976ms
143zai/glm-5openai-stream45.1K7$0.00415790ms
144moonshotai/kimi-k2.5openrouter43.2K5$0.019078788ms
145anthropic/claude-haiku-4-5openrouter42.7K35$0.00132063ms
146llama-3.1-8b-instantopenai37.3K356$0.0000382ms
147openrouter/google/gemini-2.5-flash-liteopenrouter34.3K13$0.00032361ms
148openrouter/anthropic/claude-opus-5openrouter31.4K6$0.03584010ms
149anthropic/claude-sonnet-5-5anthropic29.7K54$0.01822948ms
150openai/gpt-oss-20bopenrouter28.9K36$0.00018031ms
151claude-opus-4-8openai-stream27.4K20$0.006413933ms
152glm-4.7openai-stream25.9K2$0.00617584ms
153moonshot/kimi-k2.7-codecache21.0K14$0.0000271ms
154gpt-4.1openai19.4K6$0.00742475ms
155openrouter/openai/o1-proopenrouter19.1K169$0.070010406ms
156openrouter/google/gemini-3.6-flashopenrouter18.0K1$0.01694595ms
157openai/gpt-5.4openai18.0K98$0.00262624ms
158openrouter/openai/gpt-5.4openrouter17.2K8$0.00803884ms
159anthropic/claude-opus-4-5-20251101anthropic15.6K57$0.03064662ms
160mistral-large-latestcache13.8K397$0.00003335ms
161openrouter/z-ai/glm-4.5openrouter9.1K48$0.00048386ms
162search/searxngsearxng8.4K374$0.00002619ms
163gemini-3.1-pro-preview-customtoolsopenai7.3K4$0.00757978ms
164gpt-4o-mini-search-previewopenai7.1K12$0.00045948ms
165qwen/qwen3-14bopenrouter6.7K2$0.000845918ms
166openrouter/openai/gpt-5.5openrouter5.7K143$0.00083735ms
167command-r-08-2024cohere5.4K414$0.0000702ms
168cerebras/zai-glm-4.7openai-stream5.2K11$0.00032065ms
169openrouter/openai/gpt-4o-miniopenrouter4.7K204$0.00002793ms
170gpt-4o-mini-ttsopenai4.5K9$0.00563744ms
171together/zai-org/GLM-5.3together4.5K1$0.00698884ms
172openai/gpt-6-astra-proopenrouter4.5K3$0.01734741ms
173openrouter/openai/gpt-4.1-miniopenrouter4.0K170$0.00003242ms
174glm-4.5-airopenai3.9K16$0.000317231ms
175meta/muse-glimmer-30bopenrouter3.5K4$0.001214832ms
176cohere/north-mini-code:freeopenrouter3.5K3$0.000045124ms
177claude-opus-5anthropic3.3K39$0.00112483ms
178openrouter/openai/gpt-5.4-miniopenrouter3.3K3$0.00123661ms
179nvidia/nemotron-3-nano-30b-a3b:freeopenrouter3.1K4$0.000015056ms
180qwen/qwen3.7-plusopenrouter3.0K4$0.001011887ms
181z-ai/glm-5.2zai2.6K8$0.00096685ms
182gemini-3.8-flashgoogle2.2K13$0.00022296ms
183deepseek/deepseek-v4-proopenai2.1K14$0.00013115ms
184glm-5openai2.1K14$0.00044753ms
185google/gemini-2.5-flash-preview-ttsgoogle2.0K40$0.00053064ms
186openrouter/openai/o4-miniopenrouter1.6K1$0.008314992ms
187openai/gpt-5.6-sol-proopenrouter1.5K1$0.00402690ms
188openai/gpt-5.6-terra-proopenrouter1.5K1$0.00412351ms
189openai/gpt-6.1-sol-proopenrouter1.5K1$0.00344759ms
190fireworks/qwen3p7-plusopenai1.5K3$0.00064157ms
191claude-opus-5-5anthropic1.3K7$0.01433907ms
192qwen/qwen3-235b-a22bopenrouter1.3K1$0.002615049ms
193moonmath/minimax-m3cache1.2K6$0.0001645ms
194tts-1openai1.0K8$0.00003467ms
195together/deepseek-ai/DeepSeek-V4-Pro-0813cache98127$0.0000614ms
196openrouter/qwen/qwen3-8bopenrouter7171$0.000410493ms
197deepseek-flashcache6279$0.0000495ms
198fireworks/deepseek-v4-pro-0813fireworks5609$0.00022340ms
199groq/llama-3.3-70b-versatileopenai55712$0.0000485ms
200poolside/laguna-s-2.1:freeopenrouter5543$0.00003749ms
201gpt-5.2openai53719$0.00021618ms
202groq/openai/gpt-oss-20bgroq4944$0.0000809ms
203fireworks/deepseek-v4-profireworks4846$0.00032274ms
204google/nano-banana-pro-previewopenai-stream4832$0.000312033ms
205zai/glm-4.6openai4153$0.00033515ms
206anthropic/claude-opus-5-5anthropic4135$0.06302717ms
207openai/gpt-oss-20b:freeopenrouter3432$0.000013087ms
208kimi-k3together3322$0.00142380ms
209openrouter/x-ai/grok-4.6openrouter3181$0.00113247ms
210clef-flashcloudflare2931$0.0000876ms
211poolside/laguna-s-2.1openrouter2795$0.00001073ms
212o3-miniopenai2492$0.00061622ms
213zai/glm-4.7-flashopenai2251$0.00014373ms
214groq/openai/gpt-oss-safeguard-20bgroq2242$0.0000679ms
215mistralai/mistral-large-2407cache21111$0.0000579ms
216openrouter/google/gemini-2.5-proopenrouter2101$0.00245386ms
217google/gemini-2.5-proopenai20114$0.00012937ms
218groq/qwen/qwen3.8-27bgroq2011$0.0002814ms
219openrouter/deepseek/deepseek-r1openrouter1971$0.000611945ms
220mistral-medium-latestmistral1897$0.0001706ms
221text-embedding-3-smallgateway1888$0.0000551ms
222mistral-small-latestmistral1867$0.00001017ms
223gemini-2.5-flash-preview-ttsgoogle1551$0.00154365ms
224z-ai/glm-4.5zai1542$0.00014688ms
225together/moonshotai/Kimi-K3together1501$0.00121529ms
226gpt-6-solopenai1491$0.00051479ms
227z-ai/glm-4.5vopenai1493$0.00012416ms
228openai/gpt-5-nanoopenai1461$0.00013798ms
229mistral-medium-2604mistral1446$0.0001747ms
230z-ai/glm-5zai1361$0.00034414ms
231z-ai/glm-4.6openai1331$0.00033322ms
232o1openai1312$0.00421780ms
233o3openai1304$0.00021245ms
234fireworks/glm-5p3fireworks1292$0.00032618ms
235qwen/qwen3.8-27bopenrouter1281$0.00035322ms
236mistral-small-2603openai1275$0.0000716ms
237openai/gpt-oss-120bopenrouter1201$0.00004232ms
238google/gemini-3.1-pro-previewopenai1095$0.00015037ms
239claude-opus-4-5-20251101anthropic1025$0.00041547ms
240openrouter/openai/gpt-5.6-terraopenrouter992$0.00033560ms
241claude-sonnet-4-5-20250929anthropic985$0.00021945ms
242deepseek/deepseek-chat-v3-0324openrouter981$0.00014670ms
243qwen/qwen3.8-maxopenrouter881$0.00042097ms
244openrouter/qwen/qwen3.8-maxopenrouter761$0.00031798ms
245deepseek-chatopenai748$0.00003272ms
246openrouter/openai/gpt-5.2openrouter704$0.00023116ms
247o4-miniopenai662$0.00011285ms
248gpt-image-2openai5644$0.000027408ms
249mistral-large-2512mistral544$0.00001115ms
250mistral-medium-2505mistral544$0.0000772ms
251openrouter/amazon/nova-pro-v1openrouter541$0.00021449ms
252gpt-4-0613openai514$0.00011436ms
253amazon/nova-pro-v1openrouter471$0.00021668ms
254gpt-5.2-chat-latestopenai462$0.00001181ms
255claude-haiku-4-5openai443$0.00001197ms
256mistral-mediumopenai442$0.0000575ms
257mistral-medium-3openai442$0.0000554ms
258mistral-medium-3-5openai442$0.0001597ms
259mistral-vibe-cli-fastopenai442$0.0000561ms
260mistral-vibe-cli-latestopenai442$0.0000541ms
261mistral-vibe-cli-with-toolsopenai442$0.0000502ms
262dots-studio/dots-3-note-preview:freeopenrouter421$0.00002514ms
263mistral/mistral-large-latestopenai392$0.000018151ms
264gpt-3.5-turboopenai383$0.00001094ms
265gpt-4o-search-previewopenai382$0.00021698ms
266openrouter/deepseek/deepseek-chatopenrouter322$0.00002762ms
267gemini-flash-latestopenai314$0.00001862ms
268groq/allam-2-7bopenai302$0.0000503ms
269google/gemma-3-27b-itopenrouter281$0.00006251ms
270gpt-3.5-turbo-1106openai272$0.00001641ms
271gpt-3.5-turbo-16kopenai272$0.0001937ms
272gpt-4openai272$0.00062003ms
273gpt-4-turboopenai272$0.00021985ms
274gemini-2.5-flash-imageopenai256$0.02403818ms
275gemini-pro-latestopenai253$0.00012703ms
276gemini-robotics-er-1.6-previewgoogle253$0.00001637ms
277gemini-robotics-er-2-previewgoogle222$0.00011526ms
278mistral-code-agent-latestopenai202$0.0000592ms
279mistral-code-fim-latestopenai202$0.0000520ms
280mistral-code-latestopenai202$0.0000550ms
281mistral-medium-2508openai202$0.0000585ms
282mistral-small-2506openai202$0.0000523ms
283mistral-tiny-2407openai202$0.0000566ms
284mistral-tiny-latestopenai202$0.0000553ms
285voxtral-small-2507openai202$0.0000518ms
286voxtral-small-latestopenai202$0.0000515ms
287openrouter/mistralai/codestral-2508openrouter191$0.00002730ms
288gemini-flash-lite-latestopenai173$0.0000609ms
289cohere/command-r-08-2024cohere131$0.00007752ms
290mistral/codestral-2508openai131$0.0000708ms
291groq/meta-llama/llama-prompt-guard-2-22mopenai122$0.0000527ms
292groq/meta-llama/llama-prompt-guard-2-86mopenai122$0.0000532ms
293gemini-3.1-flash-imageopenai112$0.00001178ms
294gemini-3.1-flash-image-previewopenai112$0.00001052ms
295gemini-3.1-flash-lite-imageopenai112$0.0000760ms
296gemini-3-pro-imageopenai102$0.00001950ms
297gemini-3-pro-image-previewopenai102$0.00001731ms
298openai/gpt-4oopenai101$0.00001904ms
299gemini-3.1-flash-lite-previewopenai91$0.00001407ms
300google/gemini-3.7-flashgoogle61$0.00001624ms
301google/gemini-3.5-flashopenai51$0.00001174ms
302google/gemini-3-flash-previewopenai41$0.00001604ms
303gpt-image-1.5gateway11$0.048048849ms
304gpt-5-codexgateway06$0.0000823ms

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Models ranked by routed activity across operators

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