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-5.3zai2.9B53.5K$0.025620190ms
3deepseek-v4-flashopenai-stream1.9B59.0K$0.001510832ms
4deepseek-v4-proopenai-stream1.7B111.6K$0.00228160ms
5openrouter/stealth/ox-alphaopenrouter1.2B18.8K$0.000024102ms
6gpt-5.6-lunaopenai-stream1.1B23.2K$0.00696608ms
7glm-5.2openai-stream1.1B34.7K$0.008515351ms
8glm-4.5-airopenai-stream236.4M16.7K$0.001118049ms
9openrouter/z-ai/glm-5.3openrouter161.7M3.5K$0.031634297ms
10deepseek-ai/deepseek-v4-flashopenai-stream145.2M2.9K$0.002010105ms
11gemini-2.5-flashgoogle142.9M26.4K$0.00144837ms
12deepseek/deepseek-chatopenai-stream117.3M19.5K$0.00103534ms
13openrouter/moonshotai/kimi-k3openrouter103.5M2.0K$0.029820980ms
14glm-5.1zai99.8M4.7K$0.01239138ms
15deepseek/deepseek-v4-flashopenai-stream97.7M5.1K$0.00054007ms
16google/gemini-2.5-flash-litegoogle83.7M22.3K$0.00041477ms
17gemini-2.5-flash-liteopenai-stream79.4M12.1K$0.00051324ms
18gemini-3.7-flashgoogle67.5M3.0K$0.00854498ms
19zai/glm-5.3zai66.8M1.3K$0.021018439ms
20gpt-5.4-miniopenai61.5M14.4K$0.00291543ms
21gpt-5-miniopenai-stream55.7M11.5K$0.00184501ms
22anthropic/claude-haiku-4-5-20251001openai49.3M10.0K$0.00272815ms
23zai/glm-4.7openai-stream45.5M4.2K$0.002310559ms
24claude-haiku-4-5-20251001openai43.9M9.8K$0.00083215ms
25gpt-4.1-miniopenai-stream42.7M10.4K$0.00141585ms
26glm-5-turbozai38.6M809$0.018219880ms
27stealth/ox-alphaopenrouter35.3M2.0K$0.000028615ms
28gemini-3.1-flash-liteopenai32.6M9.7K$0.00151838ms
29gemini-3.6-flashgoogle32.5M929$0.01025841ms
30openai/gpt-5-miniopenai-stream30.3M4.0K$0.00264865ms
31openrouter/openai/gpt-5.6-lunaopenrouter29.9M6.7K$0.001310695ms
32deepseek/deepseek-v4-pro-0813openrouter25.6M572$0.006514343ms
33tool/web_fetchtangle25.4M4.6K$0.0000666ms
34openrouter/anthropic/claude-sonnet-5openrouter24.2M178$0.17329384ms
35glm-4.6openai22.8M1.6K$0.005610801ms
36claude-opus-4-8openai-stream21.3M913$0.01799716ms
37anthropic/claude-sonnet-5anthropic19.0M2.6K$0.03779393ms
38gpt-5.6-terraopenai17.9M886$0.01425042ms
39openrouter/qwen/qwen3.8-27bopenrouter17.8M1.2K$0.009720955ms
40zai/glm-5.2zai17.7M808$0.009210673ms
41qwen/qwen3-30b-a3b-instruct-2507openrouter17.0M16.3K$0.00011820ms
42gemini-3.1-pro-previewgoogle15.9M6.4K$0.00172816ms
43gpt-5.5openai15.8M9.8K$0.02247885ms
44qwen/qwen3.8-max-0902openrouter15.4M136$0.038623983ms
45jev-1.13.0typesafe12.4M1.5K$0.0004931ms
46zai/glm-5.1openai-stream12.3M703$0.010111174ms
47openai/gpt-4o-miniopenai-stream12.1M15.7K$0.00022570ms
48deepseek-chatopenai-stream11.9M1.5K$0.00094610ms
49qwen/qwen-2.5-7b-instructopenrouter10.2M26.0K$0.00014577ms
50gpt-4o-miniopenai-stream10.0M7.5K$0.00021101ms
51deepseek/deepseek-v4-flash-0731openrouter9.7M228$0.001724014ms
52deepseek/deepseek-v4-proopenai-stream8.1M859$0.003428298ms
53google/gemma-3-4b-itopenrouter8.0M20.7K$0.00006075ms
54google/gemma-3-12b-itopenrouter7.6M20.2K$0.00005200ms
55gemini-2.5-proopenai-stream6.6M6.7K$0.00111643ms
56z-ai/glm-5.3zai6.5M1.1K$0.005011658ms
57deepseek/deepseek-chat-v3.1openrouter5.9M15.8K$0.00011945ms
58fireworks/deepseek-v4-flashopenai-stream5.5M125$0.005916830ms
59ibm-granite/granite-4.0-h-microopenrouter5.3M13.9K$0.00006180ms
60claude-sonnet-4-6openai-stream4.9M8.4K$0.00414057ms
61google/gemini-2.5-flashgoogle4.5M678$0.00202855ms
62claude-sonnet-5anthropic4.2M5.2K$0.03719764ms
63openai/gpt-5.5openai3.7M480$0.058812119ms
64openrouter/qwen/qwen3-32bopenai3.3M391$0.000216417ms
65gpt-5-search-apiopenai3.2M233$0.01705818ms
66grok-4.5openai-stream3.1M85$0.086210367ms
67meta-llama/llama-3.2-3b-instructopenrouter3.0M12.1K$0.00001581ms
68gpt-5openai-stream3.0M5.5K$0.00132060ms
69gpt-5.6-solopenai3.0M349$0.02826699ms
70openrouter/openai/gpt-5-miniopenrouter2.6M789$0.00136308ms
71meta-llama/llama-3.2-1b-instructopenrouter2.5M8.2K$0.00002088ms
72openai/gpt-5gateway2.2M240$0.019717754ms
73stealth/union-alphaopenrouter2.1M59$0.000022385ms
74accounts/fireworks/models/deepseek-v4-flash-0731fireworks2.1M265$0.00044575ms
75qwen/qwen3-8bopenrouter2.0M1.9K$0.000310363ms
76meta-llama/llama-3.1-8b-instructopenrouter1.7M4.0K$0.00004028ms
77groq/llama-3.1-8b-instantopenai1.6M4.1K$0.0000513ms
78openai/gpt-5.6openai1.5M153$0.009655398ms
79qwen/qwen3-235b-a22b-2507openrouter1.4M1.5K$0.00001994ms
80gpt-5-nanoopenai-stream1.3M144$0.000820400ms
81openai/gpt-5.6-lunaopenai1.3M583$0.00031906ms
82fireworks/qwen3p8-maxfireworks1.2M1.1K$0.00467370ms
83openai/gpt-4.1-miniopenai1.2M110$0.00524759ms
84openai/gpt-5.1openai1.2M198$0.01719517ms
85gpt-5.1openai-stream993.8K131$0.044328964ms
86openrouter/z-ai/glm-5-turboopenrouter948.2K208$0.00277584ms
87glm-4.5cache912.7K6.0K$0.00012162ms
88gpt-3.5-turbo-0125openai880.3K2.3K$0.00002181ms
89mistral-small-2603openai728.1K425$0.0003745ms
90gemini-3.5-flashopenai-stream686.9K122$0.00836093ms
91anthropic/claude-opus-5anthropic646.0K96$0.094114315ms
92groq/meta-llama/llama-4-scout-17b-16e-instructopenai-stream627.3K122$0.00011576ms
93openrouter/openai/gpt-5openrouter596.8K271$0.00516737ms
94google/gemini-3.1-flash-litegoogle594.8K40$0.00391896ms
95ibm-granite/granite-4.2-8bopenrouter536.1K759$0.00029517ms
96openrouter/anthropic/claude-haiku-4.5openrouter516.8K39$0.01935409ms
97codestral-latestmistral464.0K1.1K$0.00022868ms
98anthropic/claude-sonnet-4-5openai-stream461.0K389$0.00075688ms
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
103gpt-5.4-nanoopenai363.7K592$0.00011316ms
104gpt-5.4openai350.4K135$0.026416655ms
105qwen/qwen3-maxopenrouter332.3K191$0.005020600ms
106qwen/qwen3.8-flashopenrouter323.9K842$0.00017051ms
107zai/glm-5openai-stream297.2K41$0.00328023ms
108gpt-4.1-nanoopenai-stream272.6K84$0.00021426ms
109google/gemini-3.6-flashgoogle242.8K21$0.00642672ms
110gemini-3-flash-previewopenai-stream224.5K32$0.004413515ms
111meta-llama/llama-3.3-70b-instructopenrouter221.3K361$0.00011072ms
112search/youyou200.4K6.3K$0.0060892ms
113openai/gpt-5.6-solopenai170.9K22$0.05404490ms
114claude-opus-4-7cache167.6K4.5K$0.0007597ms
115groq/openai/gpt-oss-120bgroq166.9K681$0.0000568ms
116anthropic/claude-sonnet-4-6openai-stream166.7K976$0.00513820ms
117cerebras/gpt-oss-120bcache159.1K1.3K$0.0000376ms
118kimi-k2.7-codecache150.3K2.8K$0.0000309ms
119codestral-2508cache137.0K5.4K$0.0000450ms
120x-ai/grok-4.6openrouter136.7K14$0.013413081ms
121gemini-3.5-flash-litegoogle122.8K99$0.00041252ms
122mistralai/mistral-largeopenrouter119.0K225$0.00122087ms
123zai/glm-4.5openai-stream118.6K5$0.011112909ms
124google/gemini-3.5-flash-litegoogle112.4K5$0.00392039ms
125claude-fable-5-1anthropic109.3K148$0.136913974ms
126claude-opus-4-6cache104.4K4.5K$0.0000820ms
127openai/gpt-5.6-luna-proopenrouter101.7K11$0.00183437ms
128fireworks/deepseek-v4-flash-0731cache101.6K3.0K$0.0000845ms
129openrouter/google/gemini-2.5-flashopenrouter93.3K2$0.01897495ms
130zai/glm-5-turboopenai-stream90.9K22$0.00233656ms
131openai/gpt-chat-latestcache85.4K3.3K$0.0001645ms
132o1-procache77.0K680$0.0000313ms
133meta-llama/llama-4-scoutopenrouter61.9K43$0.000210792ms
134gpt-5.1-chat-latestopenai-stream60.5K3$0.004410914ms
135liquid/lfm-2.5-2.6b:freeopenrouter58.2K52$0.00005349ms
136moonmath/minimax-m3openai55.2K57$0.0007961ms
137openrouter/moonshotai/kimi-k2.7-codeopenrouter50.3K704$0.00023345ms
138gpt-4oopenai49.5K30$0.00582706ms
139openrouter/google/gemini-3.1-pro-previewopenrouter48.5K1$0.116624976ms
140moonshotai/kimi-k2.5openrouter43.2K5$0.019078788ms
141anthropic/claude-haiku-4-5openrouter42.7K36$0.00132031ms
142llama-3.1-8b-instantopenai37.3K356$0.0000382ms
143openrouter/google/gemini-2.5-flash-liteopenrouter34.3K13$0.00032361ms
144openrouter/anthropic/claude-opus-5openrouter31.4K6$0.03584010ms
145openai/gpt-oss-20bopenrouter28.9K36$0.00018031ms
146cerebras/zai-glm-4.7openai26.6K30$0.00021203ms
147glm-4.7openai-stream25.9K2$0.00617584ms
148groq/qwen/qwen3-32bopenai23.1K63$0.0000664ms
149grok-4.3openai23.0K17$0.00073571ms
150gpt-4.1openai22.7K8$0.00662436ms
151moonshot/kimi-k2.7-codecache21.0K14$0.0000271ms
152together/zai-org/GLM-5.2openai19.8K13$0.00121435ms
153fireworks/accounts/fireworks/models/glm-5p1openai19.7K13$0.00101966ms
154openrouter/openai/o1-proopenrouter19.1K169$0.070010406ms
155openrouter/google/gemini-3.6-flashopenrouter18.0K1$0.01694595ms
156openai/gpt-5.4openai18.0K98$0.00262624ms
157openrouter/openai/gpt-5.4openrouter17.2K8$0.00803884ms
158anthropic/claude-opus-4-5-20251101anthropic15.6K57$0.03064662ms
159mistral-large-latestcache13.8K397$0.00003335ms
160openrouter/qwen/qwen3-8bopenai10.3K23$0.00024847ms
161gpt-4o-mini-search-previewopenai9.0K16$0.00046035ms
162openrouter/qwen/qwen3-14bopenai8.6K21$0.00019759ms
163anthropic/claude-opus-4-8openai-stream8.4K12$0.009511988ms
164gemini-3.1-pro-preview-customtoolsopenai7.3K4$0.00757978ms
165openrouter/z-ai/glm-4.5openrouter7.2K34$0.00058405ms
166qwen/qwen3-14bopenrouter6.7K2$0.000845918ms
167openrouter/openai/gpt-5.5openrouter5.7K143$0.00083735ms
168groq/llama-3.3-70b-versatileopenai5.2K33$0.0000492ms
169openrouter/openai/gpt-4o-miniopenrouter4.7K205$0.00002790ms
170openai/gpt-6-astra-proopenrouter4.5K3$0.01734741ms
171openrouter/meta-llama/llama-3.3-70b-instructopenai4.3K21$0.00001478ms
172openrouter/qwen/qwen3-235b-a22b-2507openai4.1K22$0.00001478ms
173openrouter/openai/gpt-4.1-miniopenrouter4.0K170$0.00003242ms
174meta/muse-glimmer-30bopenrouter3.5K4$0.001214832ms
175cohere/north-mini-code:freeopenrouter3.5K3$0.000045124ms
176glm-5openai3.4K22$0.00035303ms
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
182search/searxngsearxng2.6K116$0.00003818ms
183openrouter/openai/o4-miniopenrouter1.6K1$0.008314992ms
184google/gemini-2.5-flash-preview-ttsgoogle1.6K30$0.00053136ms
185openai/gpt-5.6-sol-proopenrouter1.5K1$0.00402690ms
186openai/gpt-5.6-terra-proopenrouter1.5K1$0.00412351ms
187fireworks/qwen3p7-plusopenai1.5K3$0.00064157ms
188qwen/qwen3-235b-a22bopenrouter1.3K1$0.002615049ms
189tts-1openai1.0K8$0.00003467ms
190fireworks/deepseek-v4-pro-0813fireworks5609$0.00022340ms
191poolside/laguna-s-2.1:freeopenrouter5543$0.00003749ms
192gpt-5.2openai53719$0.00021618ms
193groq/openai/gpt-oss-20bgroq4944$0.0000809ms
194fireworks/deepseek-v4-profireworks4846$0.00032274ms
195google/nano-banana-pro-previewopenai-stream4832$0.000312033ms
196zai/glm-4.6openai4153$0.00033515ms
197openai/gpt-oss-20b:freeopenrouter3432$0.000013087ms
198openrouter/x-ai/grok-4.6openrouter3181$0.00113247ms
199poolside/laguna-s-2.1openrouter2795$0.00001073ms
200sambanova/Meta-Llama-3.3-70B-Instructopenai2662$0.00011661ms
201o3-miniopenai2492$0.00061622ms
202zai/glm-4.7-flashopenai2251$0.00014373ms
203groq/openai/gpt-oss-safeguard-20bgroq2242$0.0000679ms
204mistralai/mistral-large-2407cache21111$0.0000579ms
205openrouter/google/gemini-2.5-proopenrouter2101$0.00245386ms
206google/gemini-2.5-proopenai20114$0.00012937ms
207openrouter/deepseek/deepseek-r1openrouter1971$0.000611945ms
208mistral-medium-latestmistral1897$0.0001706ms
209text-embedding-3-smallgateway1888$0.0000551ms
210mistral-small-latestmistral1867$0.00001017ms
211z-ai/glm-4.5vopenai1493$0.00012416ms
212openai/gpt-5-nanoopenai1461$0.00013798ms
213mistral-medium-2604mistral1446$0.0001747ms
214z-ai/glm-5zai1361$0.00034414ms
215together/Qwen/Qwen3.5-9Bopenai1341$0.00012097ms
216z-ai/glm-4.6openai1331$0.00033322ms
217o1openai1312$0.00421780ms
218o3openai1304$0.00021245ms
219qwen/qwen3.8-27bopenrouter1281$0.00035322ms
220openai/gpt-oss-120bopenrouter1201$0.00004232ms
221claude-opus-4-5-20251101anthropic1025$0.00041547ms
222openrouter/openai/gpt-5.6-terraopenrouter992$0.00033560ms
223claude-sonnet-4-5-20250929anthropic985$0.00021945ms
224deepseek/deepseek-chat-v3-0324openrouter981$0.00014670ms
225qwen/qwen3.8-maxopenrouter881$0.00042097ms
226claude-haiku-4-5openai815$0.00001143ms
227google/gemini-3.1-pro-previewopenai813$0.00012814ms
228openrouter/qwen/qwen3.8-maxopenrouter761$0.00031798ms
229openrouter/openai/gpt-5.2openrouter704$0.00023116ms
230o4-miniopenai662$0.00011285ms
231mistral-large-2512mistral544$0.00001115ms
232mistral-medium-2505mistral544$0.0000772ms
233openrouter/amazon/nova-pro-v1openrouter541$0.00021449ms
234gpt-4-0613openai514$0.00011436ms
235llama-3.3-70b-versatileopenai501$0.0000518ms
236amazon/nova-pro-v1openrouter471$0.00021668ms
237gpt-5.2-chat-latestopenai462$0.00001181ms
238mistral-mediumopenai442$0.0000575ms
239mistral-medium-3openai442$0.0000554ms
240mistral-medium-3-5openai442$0.0001597ms
241mistral-vibe-cli-fastopenai442$0.0000561ms
242mistral-vibe-cli-latestopenai442$0.0000541ms
243mistral-vibe-cli-with-toolsopenai442$0.0000502ms
244dots-studio/dots-3-note-preview:freeopenrouter421$0.00002514ms
245mistral/mistral-large-latestopenai392$0.000018151ms
246gpt-3.5-turboopenai383$0.00001094ms
247gpt-4o-search-previewopenai382$0.00021698ms
248openrouter/deepseek/deepseek-chatopenrouter322$0.00002762ms
249gemini-flash-latestopenai314$0.00001862ms
250groq/allam-2-7bopenai302$0.0000503ms
251gpt-image-2openai2917$0.000020121ms
252google/gemma-3-27b-itopenrouter281$0.00006251ms
253gpt-3.5-turbo-1106openai272$0.00001641ms
254gpt-3.5-turbo-16kopenai272$0.0001937ms
255gpt-4openai272$0.00062003ms
256gpt-4-turboopenai272$0.00021985ms
257gemini-2.5-flash-imageopenai256$0.02403818ms
258gemini-pro-latestopenai253$0.00012703ms
259gemini-robotics-er-1.6-previewgoogle253$0.00001637ms
260gemini-robotics-er-2-previewgoogle222$0.00011526ms
261mistral-code-agent-latestopenai202$0.0000592ms
262mistral-code-fim-latestopenai202$0.0000520ms
263mistral-code-latestopenai202$0.0000550ms
264mistral-medium-2508openai202$0.0000585ms
265mistral-small-2506openai202$0.0000523ms
266mistral-tiny-2407openai202$0.0000566ms
267mistral-tiny-latestopenai202$0.0000553ms
268voxtral-small-2507openai202$0.0000518ms
269voxtral-small-latestopenai202$0.0000515ms
270openrouter/mistralai/codestral-2508openrouter191$0.00002730ms
271gemini-flash-lite-latestopenai173$0.0000609ms
272together/Qwen/Qwen3-235B-A22B-Instruct-2507-tputopenai161$0.00002431ms
273mistral/codestral-2508openai131$0.0000708ms
274groq/meta-llama/llama-prompt-guard-2-22mopenai122$0.0000527ms
275groq/meta-llama/llama-prompt-guard-2-86mopenai122$0.0000532ms
276gemini-3.1-flash-imageopenai112$0.00001178ms
277gemini-3.1-flash-image-previewopenai112$0.00001052ms
278gemini-3.1-flash-lite-imageopenai112$0.0000760ms
279gemini-3-pro-imageopenai102$0.00001950ms
280gemini-3-pro-image-previewopenai102$0.00001731ms
281openai/gpt-4oopenai101$0.00001904ms
282gemini-3.1-flash-lite-previewopenai91$0.00001407ms
283google/gemini-3.7-flashgoogle61$0.00001624ms
284google/gemini-3.5-flashopenai51$0.00001174ms
285google/gemini-3-flash-previewopenai41$0.00001604ms
286gpt-image-1.5gateway22$0.048048264ms
287gpt-5-codexgateway06$0.0000823ms

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