Fastest AI models: compare output speed

Models ranked by reported output tokens per second. Output speed is different from time to first answer and total response time, especially for reasoning models. Missing measurements are excluded.

Which should you choose?

No single benchmark covers every use case. Try your own prompts and compare accuracy, response time, input/output support, and the actual bill.

AI models

ModelIntelligence scoreBenchmark cost (USD)Input price / 1M tokens (USD)Output price / 1M tokens (USD)Output speed
Celeris-1Celeris6.30$60.00.200.701592 tok/s
Mercury 2.5Inception12.30$2180.250.75735 tok/s
Nemotron 3.5 Super VLNVIDIA26.50$2860.230.57444 tok/s
Mercury 2Inception10.80$1050.250.75443 tok/s
Gemini 3.5 Flash-LiteGoogle22.20$3660.302.50383 tok/s
Gemini 3.1 Flash-LiteGoogle15.60$1560.251.50365 tok/s
Gemini 2.5 Flash-Lite (Reasoning)Google8.50-0.100.40355 tok/s
Trinity Large ThinkingArcee AI10.80$2330.250.80355 tok/s
Beam 1.0Reflection30.30$3190.401.20340 tok/s
Ling 3.0 FlashInclusionAI20.10-0.070.22320 tok/s
Nemotron 3.5 LightningNVIDIA12.90$92.80.060.20291 tok/s
DeepSeek V4.1 Flash (Non-reasoning)DeepSeek24.70$2390.301.20290 tok/s
Muse Spark 1.3 (Xhigh)Meta45.10$16551.254.25290 tok/s
Nova MicroAmazon5.90-0.040.14287 tok/s
Gemini 2.5 Flash-Lite (Non-reasoning)Google6.70-0.100.40286 tok/s
Muse Spark 1.1 (Xhigh)Meta33.70$17371.254.25282 tok/s
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)NVIDIA6.80-0.050.20275 tok/s
Muse Spark 1.2 (Xhigh)Meta39.60$13851.254.25272 tok/s
gpt-oss-120b (Low)OpenAI10.20-0.130.59264 tok/s
Qwen3 Coder 30B A3B InstructAlibaba9.60-0.190.77255 tok/s
NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)NVIDIA8.90$63.70.050.20235 tok/s
Nemotron 3 Nano Omni 30B A3B ReasoningNVIDIA10.30-0.401.36234 tok/s
Claude Haiku 5.5 (Max)Anthropic43.40$3300.100.50234 tok/s
o3-mini (High)OpenAI11.00-1.104.40230 tok/s
Step 5 PreviewStepFun43.70$11901.002.70229 tok/s
Qwen3.5 Omni FlashAlibaba12.50-0.100.80227 tok/s
GPT-4.1 nanoOpenAI7.80-0.100.40226 tok/s
Inkling SmallThinking Machines25.70$2410.301.20226 tok/s
GPT-5.4 mini (Xhigh)OpenAI24.10$15240.754.50221 tok/s
gpt-oss-120b (High)OpenAI11.60$1230.150.60216 tok/s
Ling 3.1 FlashInclusionAI41.10$10150.300.90213 tok/s
Gemini 3 Flash Preview (Reasoning)Google26.30-0.503.00211 tok/s
Gemini 2.5 Flash (Reasoning)Google13.10-0.302.50210 tok/s
Ministral 3 3BMistral4.80$12.20.100.10208 tok/s
Gemini 3 Flash Preview (Non-reasoning)Google17.90-0.503.00207 tok/s
NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning)NVIDIA5.80-0.200.60203 tok/s
Gemini 3.5 Flash (High)Google32.60$42221.509.00203 tok/s
GPT-5.4 mini (Medium)OpenAI19.70-0.754.50201 tok/s
Qwen3.7 MaxAlibaba29.50$22772.507.50201 tok/s
Gemini 2.5 Flash (Non-reasoning)Google9.90-0.302.50201 tok/s
Qwen3 30B A3B 2507 InstructAlibaba7.50-0.100.30200 tok/s
Gemini 3.5 Flash (Medium)Google33.60-1.509.00199 tok/s
Inkling (Xhigh)Thinking Machines25.00-1.004.05198 tok/s
Gemini 3.6 Flash (High)Google34.00$16140.753.75195 tok/s
Gemini 3.5 Flash (Minimal)Google23.80-1.509.00193 tok/s
Sarvam 105B (High)Sarvam8.80-0.040.17192 tok/s
o3-miniOpenAI12.50-1.104.40187 tok/s
DeepSeek V4.1 Flash 1017 (Max)DeepSeek45.10$4450.301.20186 tok/s
Claude Haiku 5.5 (Xhigh)AnthropicBest value frontier41.20$1580.100.50185 tok/s
Mistral Small 4 (Reasoning)Mistral11.30$42.50.150.60183 tok/s
GPT-4o (Nov '24)OpenAI8.40-2.5010.00183 tok/s
Nova 2.0 Lite (Non-reasoning)Amazon8.70-0.302.50182 tok/s
GLM-5.2 (Non-reasoning)Z AI22.40-1.404.40181 tok/s
DeepSeek V4 Flash Vision (Max)DeepSeek34.80$10810.441.32181 tok/s
gpt-oss-20b (Low)OpenAI10.00-0.070.30181 tok/s
Nova 2.0 Lite (Medium)Amazon12.50-0.302.50180 tok/s
DeepSeek V4.1 Flash (Max)DeepSeek39.50$6720.291.20179 tok/s
Claude Haiku 5.5 (Medium)AnthropicBest value frontier34.50$56.40.100.50179 tok/s
Claude Haiku 5.5 (High)AnthropicBest value frontier37.80$94.10.100.50179 tok/s
Nova 2.0 Lite (High)Amazon13.40-0.302.50179 tok/s
Nova 2.0 Lite (Low)Amazon11.80-0.302.50178 tok/s
GPT-5 Codex (High)OpenAI24.90-1.2510.00176 tok/s
Mistral Small 4 (Non-reasoning)Mistral9.00-0.150.60174 tok/s
GPT-5.4 nano (Non-reasoning)OpenAI11.70-0.201.25172 tok/s
GPT-5.1 Codex mini (High)OpenAI20.40-0.252.00171 tok/s
Nova LiteAmazon6.70-0.060.24171 tok/s
Quasar 438B (Max, Based on GLM-5.2)Multiverse Computing26.70-0.110.33170 tok/s
Nemotron 3 Super 120B A12B (Reasoning)NVIDIA12.80$13190.300.90169 tok/s
GPT-4.1OpenAI12.70-2.008.00168 tok/s
GPT-5.4 nano (Xhigh)OpenAI20.70$3310.201.25168 tok/s
GPT-5.4 nano (Medium)OpenAI20.00-0.201.25168 tok/s
NVIDIA Nemotron Nano 9B V2 (Non-reasoning)NVIDIA6.80-0.050.20167 tok/s
Qwen3.5 35B A3B (Non-reasoning)Alibaba15.10-0.252.00167 tok/s
GPT-5.4 mini (Non-reasoning)OpenAI11.10-0.754.50166 tok/s
Claude Haiku 5.5 (Low)Anthropic29.50$34.30.100.50165 tok/s
Qwen3 30B A3B (Reasoning)Alibaba7.60-0.140.55163 tok/s
Mistral Medium 3.5Mistral14.20$12641.507.50159 tok/s
Qwen3 30B A3B (Non-reasoning)Alibaba6.60-0.120.50159 tok/s
GPT-4.1 miniOpenAI10.20-0.401.60159 tok/s
Step 3.7 FlashStepFun19.50-0.201.15157 tok/s
Nemotron 3 Ultra 550B A55B (Reasoning)NVIDIA22.90$6970.602.70156 tok/s
gpt-oss-20b (High)OpenAI9.00$28.80.050.22156 tok/s
Muse Wonder (Max)Meta52.40$57874.0020.00154 tok/s
GPT-5.5 Instant (June 2026)OpenAI26.00$11845.0030.00152 tok/s
Muse Spark Open (Xhigh)Meta38.90$11851.254.25151 tok/s
DeepSeek V4 Flash 0731 (Max)DeepSeek34.30$2000.140.28150 tok/s
DeepSeek R1 (Jan '25)DeepSeek11.40$4612.004.00149 tok/s
o4-mini (High)OpenAI16.70-1.104.40149 tok/s
Qwen3.6 35B A3B (Non-reasoning)Alibaba15.20-0.382.25147 tok/s
Qwen3.5 35B A3B (Reasoning)Alibaba19.30-0.252.00145 tok/s
Step 3.5 FlashStepFun16.60-0.100.30144 tok/s
GPT-5 nano (Medium)OpenAI12.50-0.050.40143 tok/s
Qwen3.5 122B A10B (Non-reasoning)Alibaba17.70-0.403.20143 tok/s
Solar Pro 3Upstage7.80$1590.150.60142 tok/s
Muse Spark 1.3 (Max)Meta48.10$20001.254.25141 tok/s
Step 3.5 Flash 2603StepFun17.00-0.100.30141 tok/s
GPT-6 Luna (Max)OpenAIBest value frontier38.10$1220.100.50140 tok/s
o3OpenAI20.20-2.008.00138 tok/s
GPT-4o (Aug '24)OpenAI7.70-2.5010.00138 tok/s
Gemini 3.8 Flash (High)Google40.90$16230.753.75136 tok/s
Llama 3.1 Instruct 8BMeta6.90-0.040.07135 tok/s
Claude Sonnet 5.5 (Max, Default Fallback)Anthropic56.00$72602.0010.00133 tok/s
Qwen3.6 35B A3B (Reasoning)Alibaba18.20$8960.382.25131 tok/s
Nova ProAmazon7.00-0.803.20131 tok/s
GPT-4o (May '24)OpenAI7.30-5.0015.00130 tok/s
Gemini 3.1 Pro PreviewGoogle29.70$19352.0012.00130 tok/s
Qwen3.5 122B A10B (Reasoning)Alibaba15.60$6610.403.20128 tok/s
GPT-6 Luna (Xhigh)OpenAIBest value frontier34.60$66.80.100.50127 tok/s
Apertus 8B InstructSwiss AI Initiative4.80-0.100.20127 tok/s
GPT-5.1 Codex (High)OpenAI23.70-1.2510.00127 tok/s
GPT-5.6 Luna (Max)OpenAI37.30$3200.201.20126 tok/s
GPT-5.6 Terra (Max)OpenAI42.10$25012.0012.00126 tok/s
GPT-5 nano (High)OpenAI13.00-0.050.40125 tok/s
Nova 2.0 Pro Preview (Medium)Amazon14.20-1.2510.00125 tok/s
GPT-5.6 Luna (Medium)OpenAI25.00$44.30.201.20124 tok/s
GPT-5 nano (Minimal)OpenAI7.10-0.050.40124 tok/s
GPT-5.6 Luna (Non-reasoning)OpenAI15.50$23.00.201.20124 tok/s
GPT-5 mini (Medium)OpenAI20.60-0.252.00123 tok/s
GPT-6 Luna (High)OpenAIBest value frontier32.90$47.90.100.50121 tok/s
GPT-6 Luna (Non-reasoning)OpenAI18.50$19.20.100.50121 tok/s
Kimi K2 ThinkingKimi22.00-0.602.50121 tok/s
GPT-5.6 Luna (High)OpenAI32.10$1080.201.20121 tok/s
Ring-2.6-1TInclusionAI16.60$5760.302.50121 tok/s
Gemma 4 12B (Non-reasoning)Google9.40-0.100.30120 tok/s
DeepSeek V3.1 (Reasoning)DeepSeek13.50-0.581.68120 tok/s
GPT-5.6 Luna (Xhigh)OpenAI34.60$1790.201.20120 tok/s
Nova 2.0 Pro Preview (Low)Amazon12.80-1.2510.00118 tok/s
GPT-5 mini (High)OpenAI16.80$1890.252.00118 tok/s
DeepSeek V3 0324DeepSeek9.70$19.90.240.90117 tok/s
GPT-5.6 Luna (Low)OpenAI21.00$27.00.201.20117 tok/s
Grok 4.20 0309 v2 (Reasoning)SpaceXAI25.70-1.252.50117 tok/s
Llama 4 ScoutMeta6.50$73.60.180.66115 tok/s
Gemma 4 12B (Reasoning)Google14.20-0.100.30115 tok/s
GPT-5.6 Terra (Non-reasoning)OpenAI20.80$2562.0012.00115 tok/s
GPT-6 Luna (Low)OpenAIBest value frontier21.50$10.60.100.50115 tok/s
GPT-5.6 Terra (Medium)OpenAI30.10$4472.0012.00114 tok/s
Qwen3.5 Omni PlusAlibaba20.40-0.404.80114 tok/s
GPT-5.6 Terra (Xhigh)OpenAI38.00$11872.0012.00114 tok/s
GPT-5 mini (Minimal)OpenAI9.90-0.252.00114 tok/s
Nova 2.0 Pro Preview (Non-reasoning)Amazon10.00-1.2510.00114 tok/s
GPT-5.1 (High)OpenAI24.70-1.2510.00113 tok/s
GPT-5.6 Terra (High)OpenAI34.20$7682.0012.00113 tok/s
Qwen3 Next 80B A3B InstructAlibaba9.60-0.101.10113 tok/s
GPT-5.6 Terra (Low)OpenAI27.50$3502.0012.00113 tok/s
Gemini 2.5 ProGoogle16.10$8231.2510.00111 tok/s
Ministral 3 8BMistral5.50$27.50.150.15111 tok/s
Agnes 2.5 Pro BetaSapiens AI35.20-0.100.30111 tok/s
Grok 4.3 (High)SpaceXAI24.90$3631.252.50110 tok/s
Grok 4.20 0309 v2 (Non-reasoning)SpaceXAI14.20-1.252.50108 tok/s
MiniMax-M3.1-FlashMiniMax42.70$2830.150.60105 tok/s
Muse Glimmer (High)Meta17.50$1460.301.20105 tok/s
Claude Sonnet 5.5 (Xhigh, Default Fallback)Anthropic51.90$21772.0010.00105 tok/s
Claude Sonnet 5.5 (High, Default Fallback)Anthropic46.80$10272.0010.00105 tok/s
DeepSeek V4 Pro 0424 (Max)DeepSeek30.40$2770.430.87104 tok/s
DeepSeek V4 Pro 0813 (Max)DeepSeek36.00$11221.323.96103 tok/s
Grok 4.3 (Medium)SpaceXAI24.80-1.252.50103 tok/s
Qwen3 Omni 30B A3B (Reasoning)Alibaba7.80-0.250.97102 tok/s
Mistral Large 4 PreviewMistral38.40$16081.364.18102 tok/s
Claude Sonnet 5.5 (Low, Default Fallback)Anthropic35.90$4822.0010.00102 tok/s
GPT-6 Sol (Max)OpenAI47.60$15362.0010.00102 tok/s
GPT-6 Sol (Low)OpenAI34.20$2692.0010.00101 tok/s
DeepSeek V4 Pro 0424 (High)DeepSeek30.10-0.430.87101 tok/s
MiniMax-M2MiniMax18.60-0.301.20101 tok/s
NVIDIA Nemotron Nano 9B V2 (Reasoning)NVIDIA7.40-0.040.16101 tok/s
Claude Sonnet 5.5 (Medium, Default Fallback)Anthropic40.80$6222.0010.00100 tok/s
Gemma 4 26B A4B (Non-reasoning)Google13.10-0.120.4099 tok/s
GLM-4.7-Flash (Non-reasoning)Z AI10.60-0.070.4099 tok/s
MiniMax-M3MiniMax29.20$5380.301.2098 tok/s
DeepSeek V4 Pro 0813 (Non-reasoning)DeepSeek20.40$4511.323.9698 tok/s
Solar Mini 4Upstage24.10$5020.100.4098 tok/s
GPT-6 Sol (High)OpenAI42.40$6052.0010.0098 tok/s
GPT-6 Sol (Non-reasoning)OpenAI28.50$4492.0010.0097 tok/s
DeepSeek V3.1 (Non-reasoning)DeepSeek13.70-0.561.6897 tok/s
GPT-6 Sol (Xhigh)OpenAI44.20$8552.0010.0097 tok/s
GPT-4o miniOpenAI6.70-0.150.6096 tok/s
Qwen3 Omni 30B A3B InstructAlibaba6.00-0.250.9796 tok/s
MiniMax M1 80kMiniMax11.70-0.552.2096 tok/s
Claude Opus 5.5 (Max, Default Fallback)AnthropicBest value frontier57.60$87084.0020.0096 tok/s
GPT-5.1 (Non-reasoning)OpenAI13.30-1.2510.0096 tok/s
Grok 4.3 (Non-reasoning)SpaceXAI14.00$2501.252.5096 tok/s
GPT-5.4 (Xhigh)OpenAI39.00-2.5015.0095 tok/s
DeepSeek V4 Pro 0424 (Non-reasoning)DeepSeek20.80-0.430.8794 tok/s
GPT-5.3 Codex (Xhigh)OpenAI32.50-1.7514.0093 tok/s
Claude 4.5 Haiku (Reasoning)Anthropic16.90$5941.005.0093 tok/s
GPT-5 (Medium)OpenAI22.90-1.2510.0093 tok/s
GLM-5.2 (Max)Z AI33.70$20971.404.4093 tok/s
GPT-6 Luna (Medium)OpenAIBest value frontier29.90$31.20.100.5092 tok/s
Qwen3 Coder NextAlibaba9.20$4050.311.0091 tok/s
Llama 3.3 Instruct 70BMeta7.70-0.660.7190 tok/s
GPT-5 (Minimal)OpenAI11.40-1.2510.0089 tok/s
GLM-5.3 (Low)Z AI34.30$10131.404.4089 tok/s
Grok 4.7 (Xhigh)SpaceXAI46.40$49672.006.0089 tok/s
Grok 3SpaceXAI12.10-3.0015.0088 tok/s
Reka Flash 3Reka AI5.60-0.200.8088 tok/s
GPT-5 (High)OpenAI23.00-1.2510.0088 tok/s
GLM-5.3 (Max)Z AI44.80$25031.404.4086 tok/s
GLM-4.6V (Reasoning)Z AI11.20-0.300.9086 tok/s
GPT-5.5 (Xhigh)OpenAI38.40$52945.0030.0086 tok/s
Gemma 4 26B A4B (Reasoning)Google16.70-0.100.3486 tok/s
Grok 4.7 (High)SpaceXAI46.30$38812.006.0086 tok/s
Grok 4.3 (Low)SpaceXAI24.30-1.252.5084 tok/s
Qwen3 Coder 480B A35B InstructAlibaba11.90-0.381.4083 tok/s
Claude Sonnet 5 (Max)Anthropic38.20$69982.0010.0083 tok/s
Ministral 3 14BMistral6.00$37.60.200.2083 tok/s
GPT-5.6 Sol (Max)OpenAI47.00$34654.0020.0083 tok/s
Claude 4.5 Haiku (Non-reasoning)Anthropic15.40-1.005.0082 tok/s
GPT-5.2 Codex (Xhigh)OpenAI28.50-1.7514.0082 tok/s
Qwen3 235B A22B 2507 (Reasoning)Alibaba12.70-0.232.3082 tok/s
GLM-4.6V (Non-reasoning)Z AI8.40-0.300.9082 tok/s
Kimi K2.5 (Reasoning)Kimi23.50-0.603.0082 tok/s
Mistral Large 3Mistral9.30$46.40.501.5082 tok/s
Hy3Tencent25.30$1500.140.5682 tok/s
Claude Opus 5.5 (Xhigh, Default Fallback)AnthropicBest value frontier56.00$40574.0020.0082 tok/s
Qwen3 14B (Non-reasoning)Alibaba6.70-0.120.2482 tok/s
Qwen3.5 27B (Non-reasoning)Alibaba19.40-0.302.4081 tok/s
GPT-5 (Low)OpenAI20.80-1.2510.0081 tok/s
GLM-4.7-Flash (Reasoning)Z AI14.90-0.070.4081 tok/s
GPT-5.6 Sol (Xhigh)OpenAI44.00$20824.0020.0081 tok/s
Qwen3 14B (Reasoning)Alibaba6.40-0.120.2481 tok/s
GPT-5.6 Sol (High)OpenAI42.30$14874.0020.0080 tok/s
Grok 4.6 (Xhigh)SpaceXAI44.20$22422.006.0080 tok/s
Qwen3.5 9B (Non-reasoning)Alibaba13.30-0.170.2580 tok/s
Kimi K2.6 (Reasoning)Kimi27.00$15280.954.0079 tok/s
GPT-5.5 (High)OpenAI37.00$34115.0030.0079 tok/s
GLM-4.5-AirZ AI11.10-0.170.9879 tok/s
Grok 4.6 (High)SpaceXAI44.30$19632.006.0079 tok/s
Claude Opus 5.5 (Medium, Default Fallback)Anthropic51.20$16274.0020.0079 tok/s
GPT-5.6 Sol (Low)OpenAI33.50$6374.0020.0079 tok/s
Grok 4.6 (Low)SpaceXAI35.10$6142.006.0079 tok/s
GPT-5.5 (Low)OpenAI30.70-5.0030.0078 tok/s
Claude Opus 5.5 (High, Default Fallback)AnthropicBest value frontier53.60$21724.0020.0078 tok/s
Grok 4.7 (Low)SpaceXAI42.20$16312.006.0077 tok/s
Qwen3.5 27B (Reasoning)Alibaba22.90-0.302.4077 tok/s
Grok 4SpaceXAI22.50-3.0015.0077 tok/s
GPT-5.5 (Medium)OpenAI33.80$20955.0030.0076 tok/s
Gemini 4 Argon (High)Google52.60$24072.0010.0076 tok/s
Kimi K2.6 (Non-reasoning)Kimi23.60-0.954.0076 tok/s
Magistral Small 1.2Mistral8.60-0.501.5076 tok/s
LongCat 2.0LongCat19.10$5450.752.9576 tok/s
Claude Opus 5.5 (Low, Default Fallback)Anthropic42.30$8604.0020.0075 tok/s
GPT-5.6 Sol (Medium)OpenAI39.20$9974.0020.0075 tok/s
GPT-5.5 (Non-reasoning)OpenAI23.20-5.0030.0074 tok/s
DeepSeek V3.1 Terminus (Non-reasoning)DeepSeek13.90-0.271.0074 tok/s
GPT-5.2 (Xhigh)OpenAI30.40-1.7514.0073 tok/s
GPT-5.6 Sol (Non-reasoning)OpenAI28.30-4.0020.0072 tok/s
Granite 4.2 3BIBM9.10$14.90.030.1272 tok/s
GPT-5.4 (Non-reasoning)OpenAI18.20-2.5015.0071 tok/s
Grok 4.6 (Medium)SpaceXAI42.80$15572.006.0071 tok/s
Granite 4.2 30BIBM12.70$1110.160.6571 tok/s
GPT-5.4 (Low)OpenAI27.60-2.5015.0070 tok/s
GLM-5.1 (Reasoning)Z AI26.10$14871.284.0770 tok/s
GLM-5.3-FlashZ AI41.80$3060.150.5069 tok/s
Claude Sonnet 5 (Xhigh)Anthropic34.40$32552.0010.0069 tok/s
GLM-5 (Reasoning)Z AI27.90-1.003.2069 tok/s
Claude Fable 5.1 (Max, Default Fallback)Anthropic53.40$1312910.0050.0069 tok/s
Claude Sonnet 5 (Medium)Anthropic28.10$12182.0010.0068 tok/s
GLM-5 (Non-reasoning)Z AI21.80-1.003.2067 tok/s
GLM-5.1 (Non-reasoning)Z AI24.20-1.384.4067 tok/s
GLM-4.5V (Non-reasoning)Z AI6.70-0.601.8066 tok/s
Claude Fable 5 (Max, Opus 4.8 Fallback)Anthropic49.60$1116110.0050.0066 tok/s
GPT-5.2 (Non-reasoning)OpenAI17.00-1.7514.0066 tok/s
Claude Sonnet 5 (High)Anthropic31.70$20862.0010.0066 tok/s
Claude Sonnet 5 (Non-reasoning, High)Anthropic23.20-2.0010.0066 tok/s
GPT-6 Astra (Max)OpenAI52.70$532410.0050.0065 tok/s
Granite 4.2 8BIBM11.10$53.10.060.2565 tok/s
Grok Build 0.1 0616SpaceXAI27.20-1.002.0065 tok/s
Claude Sonnet 5 (Low)Anthropic24.30$6532.0010.0065 tok/s
Grok 4.5 (High)SpaceXAI38.80$12442.006.0065 tok/s
MiniMax-M2.1MiniMax20.90-0.301.2064 tok/s
GLM-4.5V (Reasoning)Z AI7.60-0.601.8063 tok/s
Kimi K3.1 ProKimiBest value frontier55.10$31172.0010.0063 tok/s
Claude Fable 5.1 (Xhigh, Default Fallback)Anthropic53.20$906310.0050.0063 tok/s
Grok 3 mini Reasoning (High)SpaceXAI14.60-0.300.5063 tok/s
Kimi K2.7 CodeKimi25.80$9930.954.0062 tok/s
MiMo-V2.5Xiaomi21.80$61.90.130.2762 tok/s
Claude Opus 4.8 (Max)Anthropic41.80$68745.0025.0062 tok/s
MiniMax-M2.5MiniMax22.80-0.301.2061 tok/s
Qwen3.5 9B (Reasoning)Alibaba11.20$3290.140.2061 tok/s
Qwen3 32B (Non-reasoning)Alibaba7.30-0.150.6060 tok/s
Qwen3.5 397B A17B (Non-reasoning)Alibaba21.40-0.603.6059 tok/s
Qwen3.5 397B A17B (Reasoning)Alibaba18.40$9410.603.6059 tok/s
Qwen3.7 PlusAlibaba25.20$4280.401.6059 tok/s
GPT-6.1 Sol (Max)OpenAIBest value frontier51.80$10822.0010.0057 tok/s
Claude Fable 5.1 (High, Default Fallback)Anthropic51.20$524210.0050.0057 tok/s
Qwen3.6 27B (Non-reasoning)Alibaba19.80-0.603.6057 tok/s
Qwen3.6 27B (Reasoning)Alibaba21.40$11450.603.6057 tok/s
Claude Fable 5.1 (Low, Default Fallback)Anthropic46.80$315810.0050.0057 tok/s
GPT-6 Astra (High)OpenAI50.90$292510.0050.0057 tok/s
Claude Sonnet 4.6 (Max)Anthropic30.10$49253.0015.0056 tok/s
MiMo-V2.6-FlashXiaomiBest value frontier37.90$1100.140.2856 tok/s
Qwen3.6 PlusAlibaba27.00-0.503.0056 tok/s
Claude Fable 5.1 (Medium, Default Fallback)Anthropic48.90$398310.0050.0055 tok/s
GPT-6 Astra (Xhigh)OpenAI52.40$380310.0050.0055 tok/s
MiMo-V2.6-ProXiaomiBest value frontier46.30$2070.430.8755 tok/s
Kimi K2.5 (Non-reasoning)Kimi19.40-0.603.0053 tok/s
GPT-6 Astra (Low)OpenAI45.80$153710.0050.0053 tok/s
Gemma 4 31B (Non-reasoning)Google13.90-0.170.4053 tok/s
DeepSeek V4 Flash 0420 (Max)DeepSeek24.20$1490.110.2353 tok/s
Claude Opus 4.7 (Max)Anthropic40.70-5.0025.0052 tok/s
Claude Opus 5 (High)Anthropic48.10$43325.0025.0052 tok/s
MiMo-V2.5-Pro (Non-reasoning)Xiaomi18.30-0.391.1752 tok/s
Claude Opus 5 (Low)Anthropic39.40$15615.0025.0052 tok/s
Claude Opus 5 (Xhigh)Anthropic49.70$58685.0025.0052 tok/s
MiMo-V2.5-Pro (Reasoning)Xiaomi26.00$2310.411.0252 tok/s
GPT-6 Astra (Medium)OpenAI49.60$243410.0050.0052 tok/s
Claude Opus 5 (Max)Anthropic50.80$72755.0025.0052 tok/s
GPT-6.1 Sol (High)OpenAIBest value frontier50.20$5212.0010.0052 tok/s
Qwen3.8-Flash-NextAlibaba39.80$3630.150.4752 tok/s
MiniMax-M2.7MiniMax22.80-0.301.2051 tok/s
GPT-6.1 Sol (Xhigh)OpenAIBest value frontier51.00$6622.0010.0051 tok/s
Claude Opus 4.5 (Reasoning)Anthropic29.10-5.0025.0051 tok/s
Claude Opus 5 (Medium)Anthropic44.80$27325.0025.0050 tok/s
Kimi K2 0905Kimi15.30-0.602.5050 tok/s
Qwen3.8 27B (Low)Alibaba26.20$10600.503.0050 tok/s
Llama 4 MaverickMeta9.30$44.00.250.9249 tok/s
Qwen3.8 27B (Non-reasoning)Alibaba20.20$20220.503.0049 tok/s
Qwen3.8 27B (Medium)Alibaba27.60$11650.503.0049 tok/s
Gemma 4 E4B (Non-reasoning)Google7.50-0.020.1049 tok/s
Kimi K2Kimi12.70-0.572.3048 tok/s
GPT-6.1 Sol (Low)OpenAI42.10$2502.0010.0048 tok/s
GPT-6.1 Sol (Medium)OpenAIBest value frontier47.80$3612.0010.0048 tok/s
Claude Opus 4.5 (Non-reasoning)Anthropic23.70-5.0025.0048 tok/s
Claude Opus 4.7 (Non-reasoning, High)Anthropic30.90-5.0025.0048 tok/s
Claude 4.5 Sonnet (Reasoning)Anthropic20.70$15013.0015.0047 tok/s
Mistral Medium 3Mistral9.00-0.402.0046 tok/s
DeepSeek V3 (Dec '24)DeepSeek8.50$25.40.320.8946 tok/s
Phi-4 Mini InstructMicrosoft6.30-0.070.3046 tok/s
Mistral Small 3.1Mistral7.10$27.80.080.1445 tok/s
Qwen3.8 27B (Xhigh)Alibaba33.70$13360.503.0044 tok/s
Gemma 4 E4B (Reasoning)Google8.90$14.70.020.1044 tok/s
Mistral Small 3Mistral6.70-0.050.0844 tok/s
Claude 4.5 Sonnet (Non-reasoning)Anthropic19.30-3.0015.0043 tok/s
Claude Sonnet 4.6 (Non-reasoning, Low)Anthropic23.30-3.0015.0043 tok/s
Mistral Small 3.2Mistral7.00$1220.070.2043 tok/s
Hermes 4 - Llama-3.1 405B (Non-reasoning)Nous Research7.40-1.003.0043 tok/s
Claude Sonnet 4.6 (Non-reasoning, High)Anthropic24.70-3.0015.0043 tok/s
Qwen3.8 2.4T A95BAlibaba39.90$26322.006.0043 tok/s
Hermes 4 - Llama-3.1 405B (Reasoning)Nous Research7.50-1.003.0042 tok/s
Kimi K3 (Max)Kimi43.60$36583.0015.0042 tok/s
Qwen3.8 MaxAlibaba40.20$31722.006.0042 tok/s
Qwen3.8 Max (0902)Alibaba45.40$49352.006.0041 tok/s
Qwen3 VL 235B A22B InstructAlibaba9.90-0.211.3941 tok/s
Command ACohere7.00-2.5010.0040 tok/s
Claude Opus 4.6 (Max)Anthropic31.90-5.0025.0040 tok/s
Kimi K3 (Low)Kimi30.10$11903.0015.0040 tok/s
Seed-OSS-36B-InstructByteDance Seed12.10-0.210.5740 tok/s
Llama 3.1 Instruct 70BMeta6.60-0.560.5640 tok/s
Phi-4Microsoft5.90-0.130.5039 tok/s
Qwen3 235B A22B 2507 InstructAlibaba12.00-0.210.8439 tok/s
Granite 3.3 8B (Non-reasoning)IBM4.90-0.030.2538 tok/s
Claude Opus 4.6 (Non-reasoning, High)Anthropic26.40-5.0025.0038 tok/s
GLM-4.7 (Non-reasoning)Z AI17.40-0.532.1036 tok/s
GLM-4.7 (Reasoning)Z AI22.20-0.532.1035 tok/s
GLM-4.6 (Non-reasoning)Z AI14.90-0.572.2034 tok/s
GLM-4.6 (Reasoning)Z AI18.50-0.552.2033 tok/s
GPT-4 TurboOpenAI7.00-10.0030.0033 tok/s
DeepSeek R1 0528 (May '25)DeepSeek13.10-1.852.7533 tok/s
Hermes 3 - Llama-3.1 70BNous Research6.00-0.700.7032 tok/s
Qwen3 VL 30B A3B InstructAlibaba7.90-0.350.6029 tok/s
Qwen2.5 Instruct 72BAlibaba7.70-0.470.4927 tok/s
Mixtral 8x7B InstructMistral5.10-0.450.7025 tok/s
Llama 3.2 Instruct 11B (Vision)Meta5.40-0.340.3424 tok/s
Qwen3 32B (Reasoning)Alibaba7.20-0.240.5423 tok/s
Qwen3.5 4B (Reasoning)Alibaba13.10-0.030.1515 tok/s
Qwen3.5 4B (Non-reasoning)Alibaba10.80-0.030.1511 tok/s
Ling-flash-2.0InclusionAI7.80-0.140.575 tok/s

Guides

How we compare models

Intelligence uses the Artificial Analysis Intelligence Index. Benchmark cost is the total USD cost of running that test, including reasoning tokens; it is not a per-token API price. Rankings use the same dataset and calculations in every language. General benchmark scores do not measure performance in a particular language or task.