Cheapest AI APIs: compare token prices

Compare reported API input and output prices per million tokens in USD. Sorted by input price, then output price. A low input price does not necessarily mean the lowest total bill: output and reasoning tokens matter too.

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
Apriel-v1.5-15B-ThinkerServiceNow13.80-0.000.00-
Apriel-v1.6-15B-ThinkerServiceNow13.40-0.000.00-
G9v3-39A5BAI9Stars21.80-0.000.00-
G9v3-3BAI9Stars10.80-0.000.00-
Gemini 2.0 Flash (experimental)Google8.20-0.000.00-
Gemma 3 1B InstructGoogle4.80-0.000.00-
Gemma 3 4B InstructGoogle4.80-0.000.00-
Gemma 3n E2B InstructGoogle4.80-0.000.00-
Gemma 4 31B (Reasoning)Google19.00-0.000.0035 tok/s
LFM2.5-2.6BLiquid AI8.40-0.000.00-
LFM2.5-8B-A1BLiquid AI7.20-0.000.00-
LFM2.5-VL-1.6BLiquid AI4.80-0.000.00-
Ling 3.0 TinyInclusionAI15.30-0.000.0038 tok/s
Ling-3.0-flash-FinInclusionAI22.60-0.000.00159 tok/s
Olmo 3.1 32B ThinkAllen Institute for AI7.10-0.000.00-
Phi-4 Mini InstructMicrosoft6.30-0.000.0046 tok/s
Phi-4 Multimodal InstructMicrosoft5.80-0.000.0017 tok/s
Sarvam M (Reasoning)Sarvam5.30-0.000.00-
Tiny Aya GlobalCohere4.80-0.000.00-
Llama 3.1 Instruct 8BMeta6.90-0.020.05136 tok/s
Gemma 4 E4B (Non-reasoning)Google7.50-0.020.1045 tok/s
Gemma 4 E4B (Reasoning)Google8.90-0.020.1046 tok/s
Sarvam 30B (high)Sarvam6.60-0.030.11-
Granite 4.2 3BIBMBest value frontier9.10$14.90.030.12221 tok/s
Qwen3.5 4B (Non-reasoning)Alibaba10.80-0.030.1515 tok/s
Qwen3.5 4B (Reasoning)Alibaba13.10-0.030.1523 tok/s
Granite 3.3 8B (Non-reasoning)IBM4.90-0.030.2517 tok/s
Llama 3 Instruct 8BMeta4.80-0.040.14-
Nova MicroAmazon5.90-0.040.14252 tok/s
NVIDIA Nemotron Nano 9B V2 (Reasoning)NVIDIA7.40-0.040.16115 tok/s
Sarvam 105B (high)Sarvam8.80-0.040.17-
Granite 4.1 8BIBM6.60-0.050.1082 tok/s
Agnes 3.0 FlashSapiens AI35.50-0.050.15-
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)NVIDIA6.80-0.050.20179 tok/s
NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)NVIDIA8.90$63.70.050.20131 tok/s
NVIDIA Nemotron Nano 9B V2 (Non-reasoning)NVIDIA6.80-0.050.20159 tok/s
Qwen2.5 TurboAlibaba6.40-0.050.20107 tok/s
Llama 2 Chat 7BMeta5.70-0.050.25-
GPT-5 nano (high)OpenAI13.00-0.050.40182 tok/s
GPT-5 nano (medium)OpenAI12.50-0.050.40172 tok/s
GPT-5 nano (minimal)OpenAI7.10-0.050.40179 tok/s
gpt-oss-20b (high)OpenAI9.00$29.40.060.19170 tok/s
Nemotron 3.5 LightningNVIDIA12.90$1050.060.20296 tok/s
Hy3-preview (Non-reasoning)Tencent17.00-0.060.21-
Hy3-preview (Reasoning)Tencent22.70-0.060.21-
Nova LiteAmazon6.70-0.060.24175 tok/s
Granite 4.0 H SmallIBM6.00-0.060.2524 tok/s
Granite 4.2 8BIBM11.10$53.10.060.2587 tok/s
gpt-oss-20b (low)OpenAI10.00-0.070.20218 tok/s
Ling 3.0 FlashInclusionAI24.90-0.070.22326 tok/s
Ling-3.0-flash-VLInclusionAI24.60-0.070.22147 tok/s
GLM-4.7-Flash (Non-reasoning)Z AI10.60-0.070.40123 tok/s
GLM-4.7-Flash (Reasoning)Z AI14.90-0.070.4086 tok/s
DeepSeek V4 Flash 0420 (Non-reasoning)DeepSeek18.90-0.090.20-
Ministral 3 3BMistral4.80$61.30.100.10220 tok/s
Apertus 8B InstructSwiss AI Initiative4.80-0.100.20-
Olmo 3 7B InstructAllen Institute for AI5.20-0.100.20-
Agnes 2.5 Pro BetaSapiens AI35.20-0.100.30-
Gemma 4 12B (Non-reasoning)Google9.40-0.100.30114 tok/s
Gemma 4 12B (Reasoning)Google14.20-0.100.30113 tok/s
MiMo-V2-Flash (Reasoning)Xiaomi20.80-0.100.30-
Mistral Small 3Mistral6.70-0.100.30141 tok/s
Mistral Small 3.1Mistral7.10$35.80.100.30147 tok/s
Mistral Small 3.2Mistral8.20-0.100.30157 tok/s
Step 3.5 FlashStepFun16.60-0.100.30125 tok/s
Step 3.5 Flash 2603StepFun17.00-0.100.30115 tok/s
Gemini 2.5 Flash-Lite (Non-reasoning)Google6.70-0.100.40316 tok/s
Gemini 2.5 Flash-Lite (Reasoning)Google8.50-0.100.40349 tok/s
Gemini 2.5 Flash-Lite Preview (Sep '25) (Non-reasoning)Google9.30-0.100.40-
Gemini 2.5 Flash-Lite Preview (Sep '25) (Reasoning)Google10.40-0.100.40-
GPT-4.1 nanoOpenAI7.80-0.100.40176 tok/s
Qwen3.5 Omni FlashAlibaba12.50-0.100.80246 tok/s
Gemma 4 26B A4B (Reasoning)Google16.70-0.120.37-
DeepSeek V4 Flash 0420 (Reasoning, High Effort)DeepSeek26.00-0.130.28-
DeepSeek V4 Flash 0420 (Reasoning, Max Effort)DeepSeek24.20$1910.130.28-
Gemma 4 26B A4B (Non-reasoning)Google13.10-0.130.4074 tok/s
Phi-4Microsoft5.90-0.130.5031 tok/s
Qwen3.5 9B (Reasoning)Alibaba13.70-0.140.2057 tok/s
MiMo-V2.5Xiaomi25.20-0.140.2834 tok/s
Gemma 4 31B (Non-reasoning)Google13.90-0.140.4034 tok/s
Ling-flash-2.0InclusionAI7.80-0.140.575 tok/s
Ring-flash-2.0InclusionAI7.20-0.140.57-
Hy3Tencent25.30$1560.140.5891 tok/s
Ministral 3 8BMistral5.50$1690.150.1580 tok/s
Solar MiniUpstage6.40-0.150.15-
Qwen3.8-Flash-NextAlibaba39.80$3630.150.4757 tok/s
GLM 5.3 FlashZ AI41.80$2800.150.5089 tok/s
gpt-oss-120b (low)OpenAI10.20-0.150.54208 tok/s
gpt-oss-120b (high)OpenAI11.60$1220.150.59207 tok/s
GPT-4o miniOpenAI6.70-0.150.60132 tok/s
Mistral Small (Feb '24)Mistral5.50-0.150.60153 tok/s
Mistral Small 4 (Non-reasoning)Mistral9.00-0.150.60153 tok/s
Mistral Small 4 (Reasoning)Mistral11.30$78.70.150.60156 tok/s
Solar Pro 3Upstage7.80$1590.150.60145 tok/s
Qwen3 Next 80B A3B (Reasoning)Alibaba11.20-0.151.20175 tok/s
Qwen3 Next 80B A3B InstructAlibaba9.60-0.151.20175 tok/s
Qwen3 32B (Non-reasoning)Alibaba7.30-0.160.64101 tok/s
Qwen3 32B (Reasoning)Alibaba8.60-0.160.6498 tok/s
Qwen3 VL 32B (Reasoning)Alibaba11.90-0.160.6489 tok/s
Qwen3 VL 32B InstructAlibaba8.40-0.160.6466 tok/s
Granite 4.2 30BIBM14.80-0.160.6573 tok/s
Qwen3.5 9B (Non-reasoning)Alibaba13.30-0.170.2592 tok/s
GLM-4.5-AirZ AI11.10-0.170.9881 tok/s
Qwen3 8B (Non-reasoning)Alibaba6.00-0.180.7040 tok/s
Qwen3 VL 8B InstructAlibaba7.30-0.180.70106 tok/s
Qwen3 8B (Reasoning)Alibaba7.30-0.182.1040 tok/s
Qwen3 VL 8B (Reasoning)Alibaba8.20-0.182.10110 tok/s
Llama 4 ScoutMeta8.10-0.190.68100 tok/s
Ministral 3 14BMistral6.00$2500.200.2093 tok/s
Jamba 1.5 MiniAI21 Labs5.20-0.200.40-
Grok 4 Fast (Non-reasoning)SpaceXAI11.10-0.200.50-
Grok 4 Fast (Reasoning)SpaceXAI17.90-0.200.50-
Mistral Small (Sep '24)Mistral5.80-0.200.60144 tok/s
NVIDIA Nemotron Nano 12B v2 VL (Non-reasoning)NVIDIA5.80-0.200.60192 tok/s
NVIDIA Nemotron Nano 12B v2 VL (Reasoning)NVIDIA7.50-0.200.60114 tok/s
Celeris-1Celeris6.30$60.00.200.701541 tok/s
Qwen3 30B A3B (Non-reasoning)Alibaba6.60-0.200.80106 tok/s
Qwen3 30B A3B 2507 InstructAlibaba7.50-0.200.80139 tok/s
Qwen3 VL 30B A3B InstructAlibaba7.90-0.200.80111 tok/s
Reka Flash (Sep '24)Reka AI6.40-0.200.80-
Reka Flash 3Reka AI5.60-0.200.80-
Nemotron 3 Nano Omni 30B A3B ReasoningNVIDIA10.30-0.201.09269 tok/s
Step 3.7 FlashStepFun19.50-0.201.15197 tok/s
GPT-5.6 Luna (high)OpenAIBest value frontier32.10$1080.201.20138 tok/s
GPT-5.6 Luna (low)OpenAIBest value frontier21.00$27.00.201.20143 tok/s
GPT-5.6 Luna (max)OpenAI37.30$3200.201.20155 tok/s
GPT-5.6 Luna (medium)OpenAIBest value frontier25.00$44.30.201.20144 tok/s
GPT-5.6 Luna (Non-reasoning)OpenAIBest value frontier15.50$23.00.201.20151 tok/s
GPT-5.6 Luna (xhigh)OpenAIBest value frontier34.60$1790.201.20153 tok/s
GPT-5.4 nano (medium)OpenAI20.00-0.201.25168 tok/s
GPT-5.4 nano (Non-Reasoning)OpenAI11.70-0.201.25168 tok/s
GPT-5.4 nano (xhigh)OpenAI20.70$3310.201.25173 tok/s
Qwen3 30B A3B (Reasoning)Alibaba7.60-0.202.4099 tok/s
Qwen3 30B A3B 2507 (Reasoning)Alibaba9.80$1880.202.40146 tok/s
Qwen3 VL 30B A3B (Reasoning)Alibaba9.50-0.202.40110 tok/s
Seed-OSS-36B-InstructByteDance Seed12.10-0.210.5740 tok/s
Qwen3 235B A22B 2507 InstructAlibaba12.00-0.230.9255 tok/s
Qwen3 235B A22B 2507 (Reasoning)Alibaba12.70$2350.232.3068 tok/s
Mistral 7B InstructMistral5.00-0.250.2588 tok/s
Mercury 2Inception13.80-0.250.75680 tok/s
Trinity Large ThinkingArcee AI10.80$5180.250.90311 tok/s
Qwen3 Omni 30B A3B (Reasoning)Alibaba7.80-0.250.97100 tok/s
Qwen3 Omni 30B A3B InstructAlibaba6.00-0.250.9795 tok/s
Claude 3 HaikuAnthropic5.60-0.251.25-
Gemini 3.1 Flash-LiteGoogle15.60$1190.251.50347 tok/s
GPT-5 mini (high)OpenAI16.80$1890.252.00107 tok/s
GPT-5 mini (medium)OpenAI20.60-0.252.00103 tok/s
GPT-5 mini (minimal)OpenAI9.90-0.252.00102 tok/s
GPT-5.1 Codex mini (high)OpenAI20.40-0.252.00-
Qwen3.5 35B A3B (Non-reasoning)Alibaba15.10-0.252.00150 tok/s
Qwen3.5 35B A3B (Reasoning)Alibaba19.30-0.252.00152 tok/s
Llama 4 MaverickMeta10.00-0.260.91112 tok/s
DeepSeek V3.1 Terminus (Non-reasoning)DeepSeek13.90-0.271.00-
DeepSeek V3.2 (Non-reasoning)DeepSeek16.00-0.280.42-
DeepSeek V3.2 (Reasoning)DeepSeek21.50-0.280.42-
DeepSeek V3.2 Exp (Non-reasoning)DeepSeek13.90-0.280.42-
DeepSeek V3.2 Exp (Reasoning)DeepSeek16.60-0.280.42-
ERNIE 4.5 300B A47BBaidu7.50-0.281.10-
Grok 3 mini Reasoning (high)SpaceXAI14.60-0.300.5083 tok/s
GLM-4.6V (Non-reasoning)Z AI8.40-0.300.9075 tok/s
GLM-4.6V (Reasoning)Z AI11.20-0.300.9055 tok/s
Nemotron 3 Super 120B A12B (Reasoning)NVIDIA12.80$13190.300.90167 tok/s
DeepSeek V4.1 Flash (Reasoning, Max Effort)DeepSeek39.50$4770.301.20227 tok/s
Inkling SmallThinking Machines27.80-0.301.20195 tok/s
KAT Coder Pro V2KwaiKAT21.70-0.301.20-
LongCat 2.0LongCat19.10$2210.301.20-
MiniMax-M2MiniMax18.60-0.301.20105 tok/s
MiniMax-M2.1MiniMax20.90-0.301.20102 tok/s
MiniMax-M2.5MiniMax22.80-0.301.2095 tok/s
MiniMax-M2.7MiniMax22.80$2360.301.2080 tok/s
MiniMax-M3MiniMax29.20$5380.301.20151 tok/s
Solar Pro 4Upstage28.20-0.301.2066 tok/s
Qwen3.5 27B (Non-reasoning)Alibaba19.40-0.302.4082 tok/s
Qwen3.5 27B (Reasoning)Alibaba22.90-0.302.4075 tok/s
Gemini 2.5 Flash (Non-reasoning)Google9.90-0.302.50213 tok/s
Gemini 2.5 Flash (Reasoning)Google13.10-0.302.50236 tok/s
Gemini 3.5 Flash-LiteGoogle22.20$2670.302.50386 tok/s
Ling-2.6-1TInclusionAI17.00-0.302.50-
Nova 2.0 Lite (high)Amazon13.40-0.302.50165 tok/s
Nova 2.0 Lite (low)Amazon11.80-0.302.50158 tok/s
Nova 2.0 Lite (medium)Amazon12.50-0.302.50161 tok/s
Nova 2.0 Lite (Non-reasoning)Amazon8.70-0.302.50154 tok/s
Nova 2.0 Omni (low)Amazon11.10-0.302.50-
Nova 2.0 Omni (medium)Amazon13.60-0.302.50-
Nova 2.0 Omni (Non-reasoning)Amazon8.20-0.302.50-
Ring-2.6-1TInclusionAI16.60$5760.302.50130 tok/s
Apodex 1.1Apodex30.40-0.303.00-
DeepSeek V3 (Dec '24)DeepSeek8.50$25.40.320.89-
Llama 3.2 Instruct 11B (Vision)Meta5.40-0.340.3417 tok/s
Qwen3 Coder NextAlibaba9.20$4760.351.2091 tok/s
Qwen3 14B (Non-reasoning)Alibaba6.70-0.351.4057 tok/s
Muse Glimmer (high)Meta17.50$1520.351.5095 tok/s
Qwen3 14B (Reasoning)Alibaba8.20-0.354.2058 tok/s
Qwen3.6 35B A3B (Non-reasoning)Alibaba15.20-0.382.25128 tok/s
Qwen3.6 35B A3B (Reasoning)Alibaba18.20$8960.382.25118 tok/s
Llama Nemotron Super 49B v1.5 (Non-reasoning)NVIDIA7.40-0.400.40117 tok/s
Llama Nemotron Super 49B v1.5 (Reasoning)NVIDIA9.00-0.400.40149 tok/s
GPT-4.1 miniOpenAI10.20-0.401.60145 tok/s
Qwen3 VL 235B A22B InstructAlibaba9.90-0.401.6051 tok/s
Qwen3.7 PlusAlibaba25.20$5680.401.6069 tok/s
Mistral Medium 3Mistral9.00-0.402.00142 tok/s
Mistral Medium 3.1Mistral9.20$4060.402.00135 tok/s
Qwen3.5 122B A10B (Non-reasoning)Alibaba17.70-0.403.20145 tok/s
Qwen3.5 122B A10B (Reasoning)Alibaba15.60$6610.403.20129 tok/s
Qwen3 VL 235B A22B (Reasoning)Alibaba13.40-0.404.0055 tok/s
Qwen3.5 Omni PlusAlibaba20.40-0.404.8096 tok/s
DeepSeek V4 Pro 0424 (Non-reasoning)DeepSeek20.80-0.430.8796 tok/s
DeepSeek V4 Pro 0424 (Reasoning, High Effort)DeepSeek30.10-0.430.8784 tok/s
DeepSeek V4 Pro 0424 (Reasoning, Max Effort)DeepSeek30.40$2770.430.8794 tok/s
MiMo-V2.5-ProXiaomi26.00$1380.430.8748 tok/s
MiMo-V2.5-Pro (Non-reasoning)Xiaomi18.30-0.430.8748 tok/s
MiMo-V2.6-ProXiaomiBest value frontier46.30$2070.430.87124 tok/s
DeepSeek V4 Flash 0731 (Reasoning, Max Effort)DeepSeek34.30$4740.441.32226 tok/s
DeepSeek V4 Flash Vision (Reasoning, Max Effort)DeepSeek34.80$4450.441.32236 tok/s
Mixtral 8x7B InstructMistral5.10-0.450.70-
Agnes 2.5 Pro AlphaSapiens AI26.80-0.450.90187 tok/s
Qwen3 Coder 30B A3B InstructAlibaba9.60-0.452.2585 tok/s
Qwen2.5 Instruct 72BAlibaba7.70-0.470.49-
GPT-3.5 TurboOpenAI5.50-0.501.50-
Magistral Small 1.2Mistral8.60-0.501.50-
Mistral Large 3Mistral9.30$1300.501.5075 tok/s
Gemini 3 Flash Preview (Non-reasoning)Google17.90-0.503.00213 tok/s
Gemini 3 Flash Preview (Reasoning)Google26.30-0.503.00218 tok/s
Qwen3.6 PlusAlibaba27.00-0.503.0056 tok/s
Qwen3.8 27B (low)Alibaba26.20$8760.503.0053 tok/s
Qwen3.8 27B (medium)Alibaba27.60$9770.503.0053 tok/s
Qwen3.8 27B (Non-reasoning)Alibaba20.20$15700.503.0050 tok/s
Qwen3.8 27B (xhigh)Alibaba33.70$11700.503.0044 tok/s
GLM-4.6 (Reasoning)Z AI18.50-0.552.2036 tok/s
MiniMax M1 80kMiniMax11.70-0.552.20-
Llama 3.1 Instruct 70BMeta6.60-0.560.5660 tok/s
DeepSeek V3.1 (Non-reasoning)DeepSeek13.70-0.571.68-
GLM-4.6 (Non-reasoning)Z AI14.90-0.572.2035 tok/s
Kimi K2Kimi12.70-0.572.3047 tok/s
DeepSeek V3.1 (Reasoning)DeepSeek13.50-0.591.69-
GLM-4.5V (Non-reasoning)Z AI6.70-0.601.8033 tok/s
GLM-4.5V (Reasoning)Z AI7.60-0.601.8035 tok/s
Quasar 438B (max, based on GLM-5.2)Multiverse Computing26.70$25040.601.80153 tok/s
GLM-4.7 (Non-reasoning)Z AI17.40-0.602.20100 tok/s
GLM-4.7 (Reasoning)Z AI22.20-0.602.20105 tok/s
Nemotron 3 Ultra 550B A55B (Reasoning)NVIDIA22.90$7780.602.40174 tok/s
Kimi K2 0905Kimi15.30-0.602.5047 tok/s
Kimi K2 ThinkingKimi22.00-0.602.50121 tok/s
Kimi K2.5 (Reasoning)Kimi23.50-0.602.75-
Kimi K2.5 (Non-reasoning)Kimi19.40-0.603.00-
Qwen3.5 397B A17B (Non-reasoning)Alibaba21.40-0.603.6089 tok/s
Qwen3.5 397B A17B (Reasoning)Alibaba18.40$9410.603.6089 tok/s
Qwen3.6 27B (Non-reasoning)Alibaba19.80-0.603.6061 tok/s
Qwen3.6 27B (Reasoning)Alibaba21.40$11450.603.6059 tok/s
Llama 3 Instruct 70BMeta5.50-0.652.75-
QwQ 32BAlibaba9.50-0.661.00-
Hermes 3 - Llama-3.1 70BNous Research6.00-0.700.7030 tok/s
DeepSeek R1 Distill Llama 70BDeepSeek7.90-0.701.10-
Qwen3 235B A22B (Non-reasoning)Alibaba8.30-0.702.8053 tok/s
Qwen3 235B A22B (Reasoning)Alibaba9.50-0.708.4058 tok/s
Llama 3.3 Instruct 70BMeta7.70-0.710.7279 tok/s
Gemini 3.6 Flash (high)Google34.00$10370.753.75217 tok/s
Gemini 3.7 Flash (high)Google39.10$10840.753.75335 tok/s
Gemini 3.7 Flash (low)Google36.90-0.753.75318 tok/s
Gemini 3.7 Flash (medium)Google39.60-0.753.75318 tok/s
Gemini 3.8 Flash (high)Google40.90$16230.753.75344 tok/s
Gemini 3.8 Flash (low)Google33.50-0.753.75-
Gemini 3.8 Flash (medium)Google39.80$11000.753.75-
GPT-5.4 mini (medium)OpenAI19.70-0.754.50163 tok/s
GPT-5.4 mini (Non-Reasoning)OpenAI11.10-0.754.50186 tok/s
GPT-5.4 mini (xhigh)OpenAI24.10$14380.754.50235 tok/s
Nova ProAmazon7.00-0.803.20-
Apertus 70B InstructSwiss AI Initiative5.10-0.822.92-
DeepSeek V3 0324DeepSeek9.70$87.20.841.18-
Kimi K2.6Kimi27.00$15280.954.0035 tok/s
Kimi K2.6 (Non-reasoning)Kimi23.60-0.954.0038 tok/s
Kimi K2.7 CodeKimi25.80$9930.954.0062 tok/s
Grok Build 0.1 0616SpaceXAI27.20-1.002.0050 tok/s
Step 5 PreviewStepFun43.70$9251.002.7085 tok/s
Hermes 4 - Llama-3.1 405B (Non-reasoning)Nous Research7.40-1.003.0041 tok/s
Hermes 4 - Llama-3.1 405B (Reasoning)Nous Research7.50-1.003.0040 tok/s
GLM-5 (Non-reasoning)Z AI21.80-1.003.2069 tok/s
GLM-5 (Reasoning)Z AI27.90-1.003.2074 tok/s
Inkling (xhigh)Thinking Machines25.00$10261.004.05100 tok/s
Claude 4.5 Haiku (Non-reasoning)Anthropic15.40-1.005.0088 tok/s
Claude 4.5 Haiku (Reasoning)Anthropic16.90$5241.005.0092 tok/s
o3-miniOpenAI12.50-1.104.40195 tok/s
o3-mini (high)OpenAI11.00-1.104.40230 tok/s
o4-mini (high)OpenAI16.70-1.104.40153 tok/s
Llama 3.1 Nemotron Instruct 70BNVIDIA6.90-1.201.20163 tok/s
GLM-5.1 (Reasoning)Z AI26.10$14181.204.4037 tok/s
Qwen3 MaxAlibaba15.60-1.206.0055 tok/s
Qwen3 Max (Preview)Alibaba12.60-1.206.0058 tok/s
Qwen3 Max Thinking (Preview)Alibaba16.30-1.206.0062 tok/s
Cogito v2.1 (Reasoning)Deep Cogito--1.251.25-
Grok 4.20 0309 v2 (Non-reasoning)SpaceXAI14.20-1.252.5088 tok/s
Grok 4.20 0309 v2 (Reasoning)SpaceXAI25.70-1.252.50108 tok/s
Grok 4.3 (high)SpaceXAI24.90$3321.252.50108 tok/s
Grok 4.3 (low)SpaceXAI24.30-1.252.50103 tok/s
Grok 4.3 (medium)SpaceXAI24.80-1.252.50114 tok/s
Grok 4.3 (Non-reasoning)SpaceXAI14.00$2031.252.50105 tok/s
Muse Spark 1.1 (xhigh)Meta33.70$17371.254.25-
Muse Spark 1.2 (xhigh)Meta39.60$13851.254.25188 tok/s
Muse Spark 1.3 (max)MetaBest value frontier48.10$20001.254.25222 tok/s
Muse Spark 1.3 (xhigh)Meta45.10$16551.254.25260 tok/s
Gemini 2.5 ProGoogle16.10$7071.2510.00141 tok/s
Gemini 2.5 Pro Preview (May' 25)Google14.50-1.2510.00-
GPT-5 (high)OpenAI23.00-1.2510.00114 tok/s
GPT-5 (low)OpenAI20.80-1.2510.0096 tok/s
GPT-5 (medium)OpenAI22.90-1.2510.00103 tok/s
GPT-5 (minimal)OpenAI11.40-1.2510.0088 tok/s
GPT-5 Codex (high)OpenAI24.90-1.2510.00-
GPT-5.1 (high)OpenAI24.70-1.2510.00129 tok/s
GPT-5.1 (Non-reasoning)OpenAI13.30-1.2510.00130 tok/s
GPT-5.1 Codex (high)OpenAI23.70-1.2510.00-
Nova 2.0 Pro Preview (low)Amazon12.80-1.2510.00112 tok/s
Nova 2.0 Pro Preview (medium)Amazon14.20-1.2510.00116 tok/s
Nova 2.0 Pro Preview (Non-reasoning)Amazon10.00-1.2510.00104 tok/s
Qwen3.6 Max PreviewAlibaba28.40-1.307.8069 tok/s
DeepSeek V4 Pro 0813 (Reasoning, Max Effort)DeepSeek36.00$11221.323.9674 tok/s
DeepSeek R1 0528 (May '25)DeepSeek13.10-1.353.00-
GLM-5.1 (Non-reasoning)Z AI24.20-1.384.4041 tok/s
GLM-5.2 (max)Z AI33.70$15591.404.4069 tok/s
GLM-5.2 (Non-reasoning)Z AI22.40-1.404.40171 tok/s
GLM-5.3 (max)Z AI44.80$25031.404.4061 tok/s
Mistral MediumMistral5.50-1.507.50130 tok/s
Mistral Medium 3.5Mistral14.20$11601.507.50142 tok/s
Qwen3 Coder 480B A35B InstructAlibaba11.90-1.507.5048 tok/s
Gemini 3.5 Flash (high)Google32.60$21721.509.00227 tok/s
Gemini 3.5 Flash (medium)Google33.60-1.509.00240 tok/s
Gemini 3.5 Flash (minimal)Google23.80-1.509.00197 tok/s
DeepSeek V3.1 Terminus (Reasoning)DeepSeek14.80-1.642.75-
GPT-5.2 (medium)OpenAI26.50-1.7514.00-
GPT-5.2 (Non-reasoning)OpenAI17.00-1.7514.0081 tok/s
GPT-5.2 (xhigh)OpenAI30.40-1.7514.0085 tok/s
GPT-5.2 Codex (xhigh)OpenAI28.50-1.7514.00-
GPT-5.3 Codex (xhigh)OpenAI32.50-1.7514.00176 tok/s
DeepSeek R1 (Jan '25)DeepSeek11.40$4612.004.00-
Grok 4.20 0309 (Non-reasoning)SpaceXAI14.60-2.006.00-
Grok 4.20 0309 (Reasoning)SpaceXAI25.20-2.006.00-
Grok 4.5 (high)SpaceXAI38.80$14042.006.0061 tok/s
Grok 4.6 (high)SpaceXAI44.30$23522.006.0060 tok/s
Grok 4.6 (low)SpaceXAI35.10$7612.006.0057 tok/s
Grok 4.6 (medium)SpaceXAI42.80$19372.006.0060 tok/s
Grok 4.6 (xhigh)SpaceXAI44.20$28302.006.0058 tok/s
Grok 4.7 (high)SpaceXAI46.30$38812.006.0054 tok/s
Grok 4.7 (xhigh)SpaceXAI46.40$49672.006.0039 tok/s
Mistral Large 2 (Jul '24)Mistral6.80-2.006.00-
Qwen3.8 2.4T A95BAlibaba39.90$26332.006.0040 tok/s
Qwen3.8 MaxAlibaba40.20$31722.006.0040 tok/s
Qwen3.8 Max (0902)Alibaba45.40$49352.006.0039 tok/s
GPT-4.1OpenAI12.70-2.008.00189 tok/s
Jamba 1.5 LargeAI21 Labs6.00-2.008.00-
o3OpenAI20.20-2.008.00138 tok/s
Claude Sonnet 5 (Adaptive Reasoning, High Effort)Anthropic31.70$20862.0010.0070 tok/s
Claude Sonnet 5 (Adaptive Reasoning, Low Effort)Anthropic24.30$6532.0010.0064 tok/s
Claude Sonnet 5 (Adaptive Reasoning, Max Effort)Anthropic38.20$69982.0010.0081 tok/s
Claude Sonnet 5 (Adaptive Reasoning, Medium Effort)Anthropic28.10$12182.0010.0068 tok/s
Claude Sonnet 5 (Adaptive Reasoning, Xhigh Effort)Anthropic34.40$32552.0010.0071 tok/s
Claude Sonnet 5 (Non-reasoning, High Effort)Anthropic23.20-2.0010.0066 tok/s
Gemini 3 Pro Preview (high)Google28.00-2.0012.00-
Gemini 3 Pro Preview (low)Google22.30-2.0012.00-
Gemini 3.1 Pro PreviewGoogle29.70$13102.0012.00122 tok/s
GPT-5.6 Terra (high)OpenAI34.20$7682.0012.0088 tok/s
GPT-5.6 Terra (low)OpenAI27.50$3502.0012.0087 tok/s
GPT-5.6 Terra (max)OpenAI42.10$25012.0012.00105 tok/s
GPT-5.6 Terra (medium)OpenAI30.10$4472.0012.0090 tok/s
GPT-5.6 Terra (Non-reasoning)OpenAI20.80$2562.0012.0084 tok/s
GPT-5.6 Terra (xhigh)OpenAI38.00$11872.0012.0095 tok/s
Qwen3.7 MaxAlibaba29.50$22772.507.50197 tok/s
Command ACohere7.00-2.5010.0060 tok/s
GPT-4o (Aug '24)OpenAI7.70-2.5010.00115 tok/s
GPT-4o (Nov '24)OpenAI8.40-2.5010.00151 tok/s
Nova PremierAmazon9.20-2.5012.50-
GPT-5.4 (low)OpenAI27.60-2.5015.00116 tok/s
GPT-5.4 (Non-reasoning)OpenAI18.20-2.5015.0099 tok/s
GPT-5.4 (xhigh)OpenAI39.00-2.5015.00163 tok/s
Claude 3.5 Sonnet (June '24)Anthropic7.20-3.0015.00-
Claude 3.5 Sonnet (Oct '24)Anthropic7.90-3.0015.00-
Claude 3.7 Sonnet (Non-reasoning)Anthropic15.30-3.0015.00-
Claude 4.5 Sonnet (Non-reasoning)Anthropic19.30-3.0015.0040 tok/s
Claude 4.5 Sonnet (Reasoning)Anthropic20.70$15013.0015.0044 tok/s
Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort)Anthropic30.10$49253.0015.0057 tok/s
Claude Sonnet 4.6 (Non-reasoning, High Effort)Anthropic24.70-3.0015.0045 tok/s
Claude Sonnet 4.6 (Non-reasoning, Low Effort)Anthropic23.30-3.0015.0044 tok/s
Grok 4SpaceXAI22.50-3.0015.00-
Kimi K3 (low)Kimi34.50-3.0015.0037 tok/s
Kimi K3 (max)Kimi43.60$36583.0015.0038 tok/s
Mistral Large (Feb '24)Mistral5.80-4.0012.00-
GPT-5.6 Sol (high)OpenAI42.30$14874.0020.0073 tok/s
GPT-5.6 Sol (low)OpenAI33.50$6374.0020.0073 tok/s
GPT-5.6 Sol (max)OpenAI47.00$34654.0020.0084 tok/s
GPT-5.6 Sol (medium)OpenAI39.20$9974.0020.0068 tok/s
GPT-5.6 Sol (Non-reasoning)OpenAI28.30-4.0020.0065 tok/s
GPT-5.6 Sol (xhigh)OpenAI44.00$20824.0020.0076 tok/s
Grok 3SpaceXAI12.10-4.0020.00-
GPT-4o (May '24)OpenAI7.30-5.0015.00121 tok/s
Claude Opus 4.5 (Non-reasoning)Anthropic23.70-5.0025.0047 tok/s
Claude Opus 4.5 (Reasoning)Anthropic29.10-5.0025.0050 tok/s
Claude Opus 4.6 (Adaptive Reasoning, Max Effort)Anthropic31.90-5.0025.0043 tok/s
Claude Opus 4.6 (Non-reasoning, High Effort)Anthropic26.40-5.0025.0041 tok/s
Claude Opus 4.7 (Adaptive Reasoning, Max Effort)Anthropic40.70-5.0025.0051 tok/s
Claude Opus 4.7 (Non-reasoning, High Effort)Anthropic30.90-5.0025.0044 tok/s
Claude Opus 4.8 (Adaptive Reasoning, Max Effort)Anthropic41.80$68745.0025.0058 tok/s
Claude Opus 5 (Adaptive Reasoning, High Effort)Anthropic48.10$43325.0025.0057 tok/s
Claude Opus 5 (Adaptive Reasoning, Low Effort)Anthropic39.40$15615.0025.0060 tok/s
Claude Opus 5 (Adaptive Reasoning, Max Effort)Anthropic50.80$72755.0025.0056 tok/s
Claude Opus 5 (Adaptive Reasoning, Medium Effort)Anthropic44.80$27325.0025.0058 tok/s
Claude Opus 5 (Adaptive Reasoning, Xhigh Effort)Anthropic49.70$58685.0025.0054 tok/s
GPT-5.5 (high)OpenAI37.00$34115.0030.00100 tok/s
GPT-5.5 (low)OpenAI30.70-5.0030.0094 tok/s
GPT-5.5 (medium)OpenAI33.80$20955.0030.0095 tok/s
GPT-5.5 (Non-reasoning)OpenAI23.20-5.0030.0080 tok/s
GPT-5.5 (xhigh)OpenAI38.40$52945.0030.00110 tok/s
GPT-5.5 Instant (June 2026)OpenAI26.00$11845.0030.00147 tok/s
GPT-5.5 Instant (May 2026)OpenAI22.70-5.0030.00-
GPT-4 TurboOpenAI7.00-10.0030.0031 tok/s
Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)Anthropic49.60$1116110.0050.0070 tok/s
Claude Fable 5.1 (Adaptive Reasoning, High Effort, Default Fallback)Anthropic51.20$524210.0050.0056 tok/s
Claude Fable 5.1 (Adaptive Reasoning, Low Effort, Default Fallback)Anthropic46.80$315810.0050.0056 tok/s
Claude Fable 5.1 (Adaptive Reasoning, Max Effort, Default Fallback)AnthropicBest value frontier53.40$1312910.0050.0067 tok/s
Claude Fable 5.1 (Adaptive Reasoning, Medium Effort, Default Fallback)Anthropic48.90$398310.0050.0057 tok/s
Claude Fable 5.1 (Adaptive Reasoning, Xhigh Effort, Default Fallback)AnthropicBest value frontier53.20$906310.0050.0063 tok/s
GPT-6 Astra (high)OpenAIBest value frontier50.90$292510.0050.0054 tok/s
GPT-6 Astra (low)OpenAI45.80$153710.0050.0053 tok/s
GPT-6 Astra (max)OpenAIBest value frontier52.70$532410.0050.0065 tok/s
GPT-6 Astra (medium)OpenAIBest value frontier49.60$243410.0050.0054 tok/s
GPT-6 Astra (xhigh)OpenAIBest value frontier52.40$380310.0050.0055 tok/s
o1OpenAI15.20-15.0060.00-
Claude 3 OpusAnthropic8.70-15.0075.00-
Claude 4 Opus (Non-reasoning)Anthropic16.60-15.0075.00-
Claude 4 Opus (Reasoning)Anthropic20.60-15.0075.00-
Claude 4.1 Opus (Non-reasoning)Anthropic18.60-15.0075.00-
Claude 4.1 Opus (Reasoning)Anthropic22.80-15.0075.00-
o1-previewOpenAI11.40-16.5066.00-
o3-proOpenAI21.90-20.0080.00-
GPT-4OpenAI6.70-30.0060.00-
GPT-5.4 Pro (xhigh)OpenAI--30.00180-
o1-proOpenAI12.40-150600-

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.