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AI Model Capacity & Efficiency Comparison

Compare context windows, output capacity, and cost efficiency across 459+ models. Data sourced live from upstream provider APIs.

Note: This page shows capacity specs and pricing aggregated from upstream provider APIs. Real-world latency and tokens-per-second vary by load, prompt length, and provider infrastructure. For speed benchmarks, see Artificial Analysis or the model provider's own documentation.

Largest Context

2M

Grok 4.20 Multi-Agent

Largest Output

1.8M

Grok 4.20 Multi-Agent

Cheapest (non-free)

$0.02/1M in

Granite 4.0 Micro

Best Output Ratio

100%

ALLaM 7B Instruct (preview)

Coding & LLM Models

ModelProviderContext WindowMax OutputOutput RatioInput $/1MOutput $/1MEfficiency (derived)Capabilities
Grok 4.20 Multi-AgentxAI2M1.8M90%$1.25$2.5048
Grok 4.20xAI2M1.8M90%$1.25$2.5048
GLM Flash Latest~z-ai1.3M944K72%$0.07$0.2592
GLM 5.3 FlashZhipu AI1.3M944K72%$0.15$0.5085
GLM Latest~z-ai1.3M131K10%$0.65$2.0559
GLM 5.3Zhipu AI1.3M131K10%$0.65$2.0559
DeepSeek V4 Flash Latest~deepseek1.3M944K72%$0.03$0.8097
DeepSeek V4 Flash 0731DeepSeek1.3M944K72%$0.04$0.6496
Llama 4 ScoutMeta1.3M16K1%$0.10$0.3089
GPT-6 Luna ProOpenAI1.1M128K12%$0.10$0.5088
GPT-6 Luna Pro (batch)OpenAI1.1M128K12%$0.05$0.2593
GPT-6 LunaOpenAI1.1M128K12%$0.10$0.5088
GPT-6 Luna (batch)OpenAI1.1M128K12%$0.05$0.2593
GPT-6 Sol ProOpenAI1.1M128K12%$2.00$10.0039
GPT-6 Sol Pro (batch)OpenAI1.1M128K12%$1.00$5.0050
GPT-6 SolOpenAI1.1M128K12%$2.00$10.0039
GPT-6 Sol (batch)OpenAI1.1M128K12%$1.00$5.0050
GPT Astra Latest~openai1.1M128K12%$10.00$50.0022
GPT Sol Latest~openai1.1M128K12%$2.00$10.0039
GPT Terra Latest~openai1.1M128K12%$2.00$12.0039
GPT Luna Latest~openai1.1M128K12%$0.10$0.5088
GPT-6 AstraOpenAI1.1M128K12%$10.00$50.0022
GPT-6 Astra (batch)OpenAI1.1M128K12%$5.00$25.0028
GPT-6 Astra ProOpenAI1.1M128K12%$10.00$50.0022
GPT-6 Astra Pro (batch)OpenAI1.1M128K12%$5.00$25.0028
GPT-5.6 Luna ProOpenAI1.1M128K12%$0.20$1.2079
GPT-5.6 Luna Pro (batch)OpenAI1.1M128K12%$0.10$0.6088
GPT-5.6 LunaOpenAI1.1M128K12%$0.20$1.2079
GPT-5.6 Luna (batch)OpenAI1.1M128K12%$0.10$0.6088
GPT-5.6 Terra ProOpenAI1.1M128K12%$2.00$12.0039
GPT-5.6 Terra Pro (batch)OpenAI1.1M128K12%$1.00$6.0050
GPT-5.6 TerraOpenAI1.1M128K12%$2.00$12.0039
GPT-5.6 Terra (batch)OpenAI1.1M128K12%$1.00$6.0050
GPT-5.6 Sol ProOpenAI1.1M128K12%$2.00$10.0039
GPT-5.6 Sol Pro (batch)OpenAI1.1M128K12%$1.00$5.0050
GPT-5.6 SolOpenAI1.1M128K12%$2.00$10.0039
GPT-5.6 Sol (batch)OpenAI1.1M128K12%$1.00$5.0050
GPT-5.5 ProOpenAI1.1M128K12%$30.00$180.0017
GPT-5.5 Pro (batch)OpenAI1.1M128K12%$15.00$90.0020
GPT-5.5OpenAI1.1M128K12%$5.00$30.0028
GPT-5.5 (batch)OpenAI1.1M128K12%$2.50$15.0036
MiMo-V2.5-ProXiaomi1.1M131K12%$0.43$0.8766
MiMo-V2.5Xiaomi1.1M131K12%$0.14$0.2884
GPT-5.4 ProOpenAI1.1M128K12%$30.00$180.0017
GPT-5.4 Pro (batch)OpenAI1.1M128K12%$15.00$90.0020
GPT-5.4OpenAI1.1M128K12%$2.50$15.0036
GPT-5.4 (batch)OpenAI1.1M128K12%$1.25$7.5046
LongCat 2.0Meituan1.0M262K25%$0.30$1.2073
MiMo-V2.6-Pro-UltraSpeedXiaomi1.0M131K13%$4.35$8.7029
MiMo-V2.6-FlashXiaomi1.0M131K13%$0.14$0.2884
MiMo-V2.6-ProXiaomi1.0M131K13%$0.43$0.8766
GLM 5.3 FlashXZhipu AI1.0M131K13%$0.37$1.2569
DeepSeek Pro Latest~deepseek1.0M393K38%$0.40$1.2067
DeepSeek Flash Latest~deepseek1.0M944K90%$0.12$0.4886
DeepSeek V4.1 FlashDeepSeek1.0M384K37%$0.15$0.6083
DeepSeek V4.1 Flash (batch)DeepSeek1.0M131K13%$0.11$0.3487
Muse Spark 1.3 Contributormeta1.0M944K90%$0.10$0.2088
Muse Spark 1.3meta1.0M944K90%$1.25$4.2546
Gemini 3.8 FlashGoogle1.0M66K6%$0.75$3.7555
Gemini 3.8 Flash (batch)Google1.0M66K6%$0.38$1.8869
Hy4 previewTencent1.0M64K6%$0.83$2.5053
GLM 5.3 Flash (batch)Zhipu AI1.0M131K13%$0.06$0.2092
Muse Spark 1.2 Contributormeta1.0M944K90%$0.10$0.2088
DeepSeek V4 Flash Vision ExpDeepSeek1.0M944K90%$0.22$0.6678
GLM 5.3 (batch)Zhipu AI1.0M131K13%$0.72$2.4056
Gemini 3.7 FlashGoogle1.0M66K6%$0.75$3.7555
Gemini 3.7 Flash (batch)Google1.0M66K6%$0.38$1.8869
Qwen3.8 2.4T A95BAlibaba1.0M131K13%$2.00$6.0039
DeepSeek V4 Pro 0813DeepSeek1.0M384K37%$0.66$1.9858
Muse Spark 1.2meta1.0M944K90%$1.25$4.2546
Inkling Smallthinkingmachines1.0M262K25%$0.45$1.2065
Inkling Small (free)thinkingmachines1.0M262K25%FreeFree100
Laguna S 2.1poolside1.0M131K13%$0.09$0.1889
Gemini 3.6 FlashGoogle1.0M66K6%$0.75$3.7555
Gemini 3.6 Flash (batch)Google1.0M66K6%$0.38$1.8869
Gemini 3.5 Flash LiteGoogle1.0M66K6%$0.30$2.5073
Gemini 3.5 Flash Lite (batch)Google1.0M66K6%$0.15$1.2583
Inklingthinkingmachines1.0M472K45%$1.00$4.0550
Inkling (free)thinkingmachines1.0M262K25%FreeFree100
Kimi K3Moonshot AI1.0M944K90%$3.00$15.0033
Kimi K3 (batch)Moonshot AI1.0M16K2%$2.28$11.4037
Muse Spark 1.1meta1.0M944K90%$1.25$4.2546
Aion-3.0-Miniaion-labs1.0M33K3%$0.70$1.4057
Aion-3.0aion-labs1.0M33K3%$3.00$6.0033
GLM 5.2Zhipu AI1.0M131K13%$0.65$2.0458
MiniMax M3MiniMax1.0M512K49%$0.30$1.2073
Gemini 3.5 FlashGoogle1.0M66K6%$1.50$9.0043
Gemini 3.5 Flash (batch)Google1.0M66K6%$0.75$4.5055
Gemini 3.1 Flash LiteGoogle1.0M66K6%$0.25$1.5076
Gemini 3.1 Flash Lite (batch)Google1.0M66K6%$0.13$0.7585
Gemini Pro Latest~google1.0M66K6%$2.00$12.0039
Kimi Latest~moonshotai1.0M944K90%$1.50$10.7643
Gemini Flash Latest~google1.0M66K6%$0.75$3.7555
DeepSeek V4 Pro 0423DeepSeek1.0M384K37%$0.89$1.7852
DeepSeek V4 Flash 0423DeepSeek1.0M384K37%$0.05$0.1094
Lyria 3 Pro PreviewGoogle1.0M66K6%FreeFree100
Lyria 3 Clip PreviewGoogle1.0M66K6%FreeFree100
Gemini 3.1 Flash Lite PreviewGoogle1.0M66K6%$0.25$1.5076
Gemini 3.1 Pro Preview Custom ToolsGoogle1.0M66K6%$2.00$12.0039
Aion-2.0aion-labs1.0M33K3%$0.80$1.6054
Gemini 3.1 Pro PreviewGoogle1.0M66K6%$2.00$12.0039
Gemini 3.1 Pro Preview (batch)Google1.0M66K6%$1.00$6.0050
Gemini 3 Flash PreviewGoogle1.0M66K6%$0.50$3.0063
Gemini 3 Flash Preview (batch)Google1.0M66K6%$0.25$1.5076
Gemini 2.5 Flash LiteGoogle1.0M66K6%$0.10$0.4088
Gemini 2.5 Flash Lite (batch)Google1.0M66K6%$0.05$0.2093
Gemini 2.5 FlashGoogle1.0M66K6%$0.30$2.5073
Gemini 2.5 Flash (batch)Google1.0M66K6%$0.15$1.2583
Gemini 2.5 ProGoogle1.0M66K6%$1.25$10.0046
Gemini 2.5 Pro (batch)Google1.0M66K6%$0.63$5.0059
Gemini 2.5 Pro Preview 06-05Google1.0M66K6%$1.25$10.0046
Llama 4 MaverickMeta1.0M16K2%$0.19$0.6580
GPT-4.1OpenAI1.0M33K3%$2.00$8.0039
GPT-4.1 (batch)OpenAI1.0M33K3%$1.00$4.0050
GPT-4.1 MiniOpenAI1.0M33K3%$0.40$1.6067
GPT-4.1 Mini (batch)OpenAI1.0M33K3%$0.20$0.8079
GPT-4.1 NanoOpenAI1.0M33K3%$0.10$0.4088
GPT-4.1 Nano (batch)OpenAI1.0M33K3%$0.05$0.2093
Palmyra X5Writer1.0M8K1%$0.60$6.0060
MiniMax-01MiniMax1.0M900K90%$0.20$1.1079
Claude Opus 5.5Anthropic1M128K13%$4.00$20.0030
Claude Opus 5.5 (batch)Anthropic1M128K13%$2.00$10.0039
Qwen3.8 Omni FlashAlibaba1M131K13%$0.15$0.4783
Fugu Ultra v2sakana1M128K13%$5.00$30.0028
Fugu Maxsakana1M128K13%$2.00$6.0039
Qwen3.8 Max (0902)Alibaba1M131K13%$2.00$6.0039
Claude Fable 5.1Anthropic1M128K13%$10.00$50.0022
Claude Fable 5.1 (batch)Anthropic1M128K13%$5.00$25.0028
Qwen3.8 FlashAlibaba1M131K13%$0.15$0.4783
Qwen3.8 27BAlibaba1M131K13%$0.42$3.0066
Nemotron 3.5 Lightning (free)NVIDIA1M66K7%FreeFree100
Qwen3.7 FlashAlibaba1M66K7%$0.03$0.1396
Claude Opus 5Anthropic1M128K13%$5.00$25.0028
Claude Opus 5 (batch)Anthropic1M128K13%$2.50$12.5035
Claude Sonnet 5Anthropic1M128K13%$2.00$10.0039
Claude Sonnet 5 (batch)Anthropic1M128K13%$1.00$5.0050
Fugu Ultrasakana1M128K13%$5.00$30.0028
Claude Fable Latest~anthropic1M128K13%$10.00$50.0022
Claude Fable 5Anthropic1M128K13%$10.00$50.0022
Claude Fable 5 (batch)Anthropic1M128K13%$5.00$25.0028
Nemotron 3 Ultra (free)NVIDIA1M66K7%FreeFree100
Qwen3.7 PlusAlibaba1M131K13%$0.32$1.2871
Claude Opus 4.8Anthropic1M128K13%$5.00$25.0028
Claude Opus 4.8 (batch)Anthropic1M128K13%$2.50$12.5035
Qwen3.7 MaxAlibaba1M131K13%$1.48$4.4243
Grok 4.3xAI1M900K90%$1.25$2.5046
Grok 4.3 (batch)xAI1M900K90%$1.00$2.0050
Claude Sonnet Latest~anthropic1M128K13%$2.00$10.0039
Qwen3.5 Plus 2026-04-20Alibaba1M66K7%$0.30$1.8072
Qwen3.6 FlashAlibaba1M66K7%$0.19$1.1380
Claude Opus Latest~anthropic1M128K13%$4.00$20.0030
Claude Opus 4.7Anthropic1M128K13%$5.00$25.0028
Claude Opus 4.7 (batch)Anthropic1M128K13%$2.50$12.5035
Qwen3.6 PlusAlibaba1M66K7%$0.33$1.9571
Qwen3.5-FlashAlibaba1M66K7%$0.07$0.2691
Claude Sonnet 4.6Anthropic1M128K13%$3.00$15.0033
Claude Sonnet 4.6 (batch)Anthropic1M128K13%$1.50$7.5043
Qwen3.5 Plus 2026-02-15Alibaba1M66K7%$0.26$1.5675
Claude Opus 4.6Anthropic1M128K13%$5.00$25.0028
Claude Opus 4.6 (batch)Anthropic1M128K13%$2.50$12.5035
Nova 2 LiteAmazon1M66K7%$0.30$2.5072
Nova Premier 1.0Amazon1M32K3%$2.50$12.5035
Claude Sonnet 4.5Anthropic1M64K6%$3.00$15.0033
Claude Sonnet 4.5 (batch)Anthropic1M64K6%$1.50$7.5043
Qwen3 Coder PlusAlibaba1M66K7%$0.65$3.2558
Qwen3 Coder FlashAlibaba1M66K7%$0.20$0.9779
Qwen Plus 0728Alibaba1M33K3%$0.26$0.7875
MiniMax M1MiniMax1M40K4%$0.40$2.2067
Qwen-PlusAlibaba1M33K3%$0.26$0.7875
Solar Pro 4Upstage524K131K25%$0.09$0.3684
Dots3-Note Preview (free)dots-studio512K461K90%FreeFree95
Grok 4.7xAI500K450K90%$1.60$4.8040
Grok 4.6xAI500K450K90%$2.00$6.0037
Grok 4.5xAI500K450K90%$2.00$6.0037
Grok Latest~x-ai500K450K90%$1.60$4.8040
GPT Chat LatestOpenAI400K128K32%$5.00$30.0026
GPT Mini Latest~openai400K128K32%$0.75$4.5051
GPT-5.4 NanoOpenAI400K128K32%$0.20$1.2574
GPT-5.4 Nano (batch)OpenAI400K128K32%$0.10$0.6382
GPT-5.4 MiniOpenAI400K128K32%$0.75$4.5051
GPT-5.4 Mini (batch)OpenAI400K128K32%$0.38$2.2564
GPT-5.3-CodexOpenAI400K128K32%$1.75$14.0038
GPT-5.2-CodexOpenAI400K128K32%$1.75$14.0038
GPT-5.2 ProOpenAI400K128K32%$21.00$168.0017
GPT-5.2 Pro (batch)OpenAI400K128K32%$10.50$84.0021
GPT-5.2OpenAI400K128K32%$1.75$14.0038
GPT-5.2 (batch)OpenAI400K128K32%$0.88$7.0049
GPT-5.1-Codex-MaxOpenAI400K128K32%$1.25$10.0043
GPT-5.1OpenAI400K128K32%$1.25$10.0043
GPT-5.1 (batch)OpenAI400K128K32%$0.63$5.0055
GPT-5.1-CodexOpenAI400K128K32%$1.25$10.0043
GPT-5.1-Codex-MiniOpenAI400K128K32%$0.25$2.0070
GPT-5 ProOpenAI400K128K32%$15.00$120.0019
GPT-5 Pro (batch)OpenAI400K128K32%$7.50$60.0023
GPT-5OpenAI400K128K32%$1.25$10.0043
GPT-5 (batch)OpenAI400K128K32%$0.63$5.0055
GPT-5 MiniOpenAI400K128K32%$0.25$2.0070
GPT-5 Mini (batch)OpenAI400K128K32%$0.13$1.0080
GPT-5 NanoOpenAI400K128K32%$0.05$0.4087
GPT-5 Nano (batch)OpenAI400K128K32%$0.02$0.2090
Nova Lite 1.0Amazon300K5K2%$0.06$0.2484
Nova Pro 1.0Amazon300K5K2%$0.80$3.2049
Ternary Bonsai 2 27Bprism-ml262K33K13%$0.07$0.5081
Paretounbiased262K131K50%$2.50$7.5032
Ling 3.0 Flash VL (free)inclusionai262K33K13%FreeFree90
Ling 3.0 Flash Sante (free)inclusionai262K33K13%FreeFree90
Ling 3.0 Flash Fininclusionai262K236K90%$0.06$0.1883
Ling 3.0 Flash Fin (free)inclusionai262K33K13%FreeFree90
Qwen3.8 27B (free)Alibaba262K236K90%FreeFree90
Seed 2.1 TurboByteDance262K236K90%$0.50$2.5057
Seed-2.0-CodeByteDance262K131K50%$0.50$3.0057
Nemotron 3.5 LightningNVIDIA262K236K90%$0.07$0.2082
Sakana Namazusakana262K66K25%$0.95$4.0046
Ling 3.0 Flashinclusionai262K33K13%$0.02$0.0687
Laguna S 2.1 (free)poolside262K33K13%FreeFree90
KAT-Coder-Pro V2.5Kuaishou262K236K90%$0.74$2.9650
Hy3Tencent262K128K49%$0.08$0.3381
Laguna XS 2.1poolside262K33K13%$0.06$0.1283
Laguna XS 2.1 (free)poolside262K33K13%FreeFree90
Kimi K2.7 CodeMoonshot AI262K236K90%$0.71$3.3051
Nemotron 3 UltraNVIDIA262K183K70%$0.60$2.4054
Step 3.7 FlashStepFun262K230K88%$0.20$1.1571
Mistral Medium 3.5Mistral AI262K210K80%$1.50$7.5039
Mistral Medium 3.5 (batch)Mistral AI262K210K80%$0.75$3.7550
Qwen3.6 35B A3BAlibaba262K236K90%$0.15$1.0075
Qwen3.6 Max PreviewAlibaba262K66K25%$1.03$6.1645
Qwen3.6 27BAlibaba262K262K100%$0.32$2.7064
Hy3 previewTencent262K236K90%$0.18$0.6073
Kimi K2.6Moonshot AI262K236K90%$0.95$4.0046
Gemma 4 26B A4B Google262K236K90%$0.09$0.3080
Gemma 4 26B A4B (free)Google262K33K13%FreeFree90
Gemma 4 31BGoogle262K16K6%$0.09$0.3480
Gemma 4 31B (free)Google262K33K13%FreeFree90
Trinity Large Thinkingarcee-ai262K80K31%$0.25$0.8068
Mistral Small 4Mistral AI262K210K80%$0.15$0.6075
Mistral Small 4 (batch)Mistral AI262K210K80%$0.07$0.3081
Nemotron 3 SuperNVIDIA262K236K90%$0.08$0.4581
Nemotron 3 Super (free)NVIDIA262K236K90%FreeFree90
Seed-2.0-LiteByteDance262K131K50%$0.25$2.0068
Qwen3.5-9BAlibaba262K33K13%$0.10$0.1579
Seed-2.0-MiniByteDance262K131K50%$0.10$0.4079
Qwen3.5-35B-A3BAlibaba262K16K6%$0.31$1.2565
Qwen3.5-27BAlibaba262K66K25%$0.20$1.5672
Qwen3.5-122B-A10BAlibaba262K66K25%$0.26$2.0867
Qwen3.5 397B A17BAlibaba262K236K90%$0.55$3.5055
Qwen3 Max ThinkingAlibaba262K66K25%$0.78$3.9049
Qwen3 Coder NextAlibaba262K236K90%$0.12$0.8077
Step 3.5 FlashStepFun262K66K25%$0.10$0.3079
Kimi K2.5Moonshot AI262K236K90%$0.45$2.2559
Seed 1.6 FlashByteDance262K33K13%$0.07$0.3081
Seed 1.6ByteDance262K33K13%$0.25$2.0068
Nemotron 3 Nano 30B A3BNVIDIA262K236K90%$0.05$0.2084
Devstral 2 2512Mistral AI262K210K80%$0.40$2.0061
Ministral 3 14B 2512Mistral AI262K210K80%$0.20$0.2071
Ministral 3 8B 2512Mistral AI262K210K80%$0.15$0.1575
Ministral 3 8B 2512 (batch)Mistral AI262K210K80%$0.07$0.0781
Mistral Large 3 2512 (batch)Mistral AI262K210K80%$0.25$0.7568
Kimi K2 ThinkingMoonshot AI262K98K38%$0.60$2.5054
Qwen3 VL 8B InstructAlibaba262K33K13%$0.12$0.4578
Qwen3 VL 30B A3B ThinkingAlibaba262K33K13%$0.20$2.4071
Qwen3 VL 30B A3B InstructAlibaba262K33K13%$0.13$0.5277
Qwen3 VL 235B A22B InstructAlibaba262K33K13%$0.21$1.9071
Qwen3 MaxAlibaba262K66K25%$0.78$3.9049
Qwen3 Next 80B A3B ThinkingAlibaba262K236K90%$0.15$1.2075
Qwen3 Next 80B A3B InstructAlibaba262K16K6%$0.09$1.1080
Kimi K2 0905Moonshot AI262K98K38%$0.60$2.5054
Qwen3 Coder 30B A3B InstructAlibaba262K236K90%$0.07$0.2882
Qwen3 30B A3B Instruct 2507Alibaba262K32K12%$0.05$0.1984
Qwen3 Coder 480B A35BAlibaba262K66K25%$0.30$1.0065
Qwen3 235B A22B Instruct 2507Alibaba262K236K90%$0.09$0.3580
Falcon-H1-Arabic 34B InstructTII262K8K3%FreeFree90
Falcon-H1-Arabic 7B InstructTII262K8K3%FreeFree90
Mercury 2.5Inception260K66K25%$0.04$0.1585
North Mini Code (free)Cohere256K64K25%FreeFree90
Grok Build 0.1xAI256K230K90%$1.00$2.0045
Nemotron 3 Nano Omni (free)NVIDIA256K66K26%FreeFree90
Codestral 2508Mistral AI256K205K80%$0.30$0.9065
Codestral 2508 (batch)Mistral AI256K205K80%$0.15$0.4575
Mistral Small 3.2 24BMistral AI256K16K6%$0.09$0.2580
Command ACohere256K8K3%$2.50$10.0032
GLM 5.1Zhipu AI205K128K63%$0.97$3.0445
MiniMax M2.7MiniMax205K131K64%$0.30$1.2064
MiniMax M2.5MiniMax205K128K63%$0.27$1.0866
GLM 5Zhipu AI205K128K63%$0.60$1.9253
MiniMax M2.1MiniMax205K131K64%$0.30$1.2064
GLM 4.7Zhipu AI205K131K64%$0.40$1.7559
MiniMax M2MiniMax205K131K64%$0.26$1.0266
GLM 4.6Zhipu AI205K16K8%$0.43$1.7558
GLM 5V TurboZhipu AI203K131K65%$1.20$4.0041
GLM 5 TurboZhipu AI203K131K65%$1.20$4.0041
Claude Haiku Latest~anthropic200K64K32%$1.00$5.0044
GLM 4.7 FlashZhipu AI200K118K59%$0.06$0.4081
Claude Opus 4.5Anthropic200K64K32%$5.00$25.0025
Claude Opus 4.5 (batch)Anthropic200K64K32%$2.50$12.5031
Sonar Pro SearchPerplexity200K8K4%$3.00$15.0029
Claude Haiku 4.5Anthropic200K64K32%$1.00$5.0044
Claude Haiku 4.5 (batch)Anthropic200K64K32%$0.50$2.5056
Claude Opus 4.1Anthropic200K32K16%$15.00$75.0018
Claude Opus 4.1 (batch)Anthropic200K32K16%$7.50$37.5022
o3 ProOpenAI200K100K50%$20.00$80.0016
Claude Sonnet 4Anthropic200K64K32%$3.00$15.0029
o4 Mini HighOpenAI200K100K50%$1.10$4.4043
o3OpenAI200K100K50%$2.00$8.0034
o3 (batch)OpenAI200K100K50%$1.00$4.0044
o4 MiniOpenAI200K100K50%$1.10$4.4043
o4 Mini (batch)OpenAI200K100K50%$0.55$2.2054
o1-proOpenAI200K100K50%$150.00$600.0011
Sonar ProPerplexity200K8K4%$3.00$15.0029
o3 Mini HighOpenAI200K100K50%$1.10$4.4043
o3 MiniOpenAI200K100K50%$1.10$4.4043
o3 Mini (batch)OpenAI200K100K50%$0.55$2.2054
o1OpenAI200K100K50%$15.00$60.0018
Claude 3 HaikuAnthropic200K4K2%$0.25$1.2567
Composer 2Cursor200K66K33%$0.50$2.5056
Composer 2 FastCursor200K66K33%$1.50$7.5038
DeepSeek V3.2DeepSeek164K66K40%$0.27$0.4064
DeepSeek V3.2 ExpDeepSeek164K66K40%$0.27$0.4164
DeepSeek V3.1 TerminusDeepSeek164K33K20%$0.27$1.0064
DeepSeek V3.1DeepSeek164K33K20%$0.25$0.9566
R1 0528DeepSeek164K33K20%$0.50$2.1555
Llama Guard 4 12BMeta164K16K10%$0.18$0.1870
DeepSeek V3 0324DeepSeek164K147K90%$0.25$1.0066
DeepSeek V3DeepSeek164K16K10%$0.32$0.8962
Ling 3.0 Flash VLinclusionai131K33K25%$0.06$0.1878
Granite 4.2 8BIBM131K118K90%$0.06$0.2578
Muse Glimmer 30Bmeta131K16K13%$0.30$1.2062
Nemotron 3.5 Content SafetyNVIDIA131K118K90%$0.20$0.2067
Solar Pro 3Upstage131K118K90%$0.15$0.6071
GLM 4.6VZhipu AI131K33K25%$0.30$0.9062
Ministral 3 3B 2512Mistral AI131K105K80%$0.10$0.1075
gpt-oss-safeguard-20bOpenAI131K66K50%$0.07$0.3077
Qwen3 VL 32B InstructAlibaba131K33K25%$0.10$0.4274
Qwen3 VL 8B ThinkingAlibaba131K33K25%$0.18$2.1069
Qwen3 VL 235B A22B ThinkingAlibaba131K33K25%$0.40$4.0057
Mistral Medium 3.1Mistral AI131K105K80%$0.40$2.0057
Mistral Medium 3.1 (batch)Mistral AI131K105K80%$0.20$1.0067
gpt-oss-120bOpenAI131K66K50%$0.15$0.6071
gpt-oss-20bOpenAI131K33K25%$0.02$0.0983
gpt-oss-20b (batch)OpenAI131K118K90%$0.02$0.1182
GLM 4.5Zhipu AI131K98K75%$0.60$2.2051
GLM 4.5 AirZhipu AI131K98K75%$0.13$0.8572
Qwen3 235B A22B Thinking 2507Alibaba131K118K90%$0.23$2.3065
Kimi K2 0711Moonshot AI131K98K75%$0.57$2.3051
Hunyuan A13B InstructTencent131K118K90%$0.14$0.5771
Mistral Medium 3Mistral AI131K105K80%$0.40$2.0057
Qwen3 30B A3BAlibaba131K16K13%$0.12$0.5073
Qwen3 8BAlibaba131K8K6%$0.12$0.4573
Qwen3 14BAlibaba131K16K13%$0.12$0.2473
Qwen3 32BAlibaba131K16K13%$0.08$0.2877
Qwen3 235B A22BAlibaba131K8K6%$0.45$1.8255
Gemma 3 4BGoogle131K16K13%$0.05$0.1079
Gemma 3 12BGoogle131K16K13%$0.05$0.1579
Gemma 3 27BGoogle131K118K90%$0.08$0.4577
Llama 3.3 70B InstructMeta131K16K13%$0.10$0.3275
Mistral Large 2407Mistral AI131K105K80%$2.00$6.0033
Llama 3.2 3B InstructMeta131K118K90%$0.05$0.3379
Llama 3.1 70B InstructMeta131K16K13%$0.40$0.4057
Llama 3.1 8B InstructMeta131K118K90%$0.05$0.0879
Mistral NemoMistral AI131K16K13%$0.02$0.0383
Falcon-H1-Arabic 3B InstructTII131K8K6%FreeFree85
Granite 4.0 MicroIBM131K118K90%$0.02$0.1183
Schematron V2 Turboinference-net128K8K6%$0.03$0.1581
Schematron V2 Smallinference-net128K4K3%$0.05$0.2379
Nemotron 3.5 Content Safety (free)NVIDIA128K8K6%FreeFree85
Mercury 2Inception128K50K39%$0.25$0.7564
GPT AudioOpenAI128K16K13%$2.50$10.0030
GPT Audio MiniOpenAI128K16K13%$0.60$2.4051
GPT-5.2 ChatOpenAI128K32K25%$1.75$14.0034
UI-TARS 7B ByteDance128K2K2%$0.10$0.2075
Mistral Small 3.1 24BMistral AI128K102K80%$0.35$0.5559
Sonar Reasoning ProPerplexity128K115K90%$2.00$8.0033
Sonar Deep ResearchPerplexity128K115K90%$2.00$8.0033
Qwen2.5 VL 72B InstructAlibaba128K115K90%$0.80$1.0046
Command R7B (12-2024)Cohere128K4K3%$0.04$0.1581
Nova Micro 1.0Amazon128K5K4%$0.04$0.1481
GPT-4o (2024-11-20)OpenAI128K16K13%$2.50$10.0030
Command R (08-2024)Cohere128K4K3%$0.15$0.6071
Command R+ (08-2024)Cohere128K4K3%$2.50$10.0030
GPT-4o (2024-08-06)OpenAI128K16K13%$2.50$10.0030
GPT-4o-miniOpenAI128K16K13%$0.15$0.6071
GPT-4o-mini (2024-07-18)OpenAI128K16K13%$0.15$0.6071
GPT-4o-mini (batch)OpenAI128K16K13%$0.07$0.3077
GPT-4oOpenAI128K16K13%$2.50$10.0030
GPT-4o (2024-05-13)OpenAI128K4K3%$5.00$15.0024
GPT-4o (batch)OpenAI128K16K13%$1.25$5.0039
GPT-4 TurboOpenAI128K4K3%$10.00$30.0019
GPT-4 Turbo (batch)OpenAI128K4K3%$5.00$15.0024
Mistral LargeMistral AI128K102K80%$2.00$6.0033
SonarPerplexity127K114K90%$1.00$1.0042
ERNIE 4.5 VL 424B A47B Baidu123K16K13%$0.42$1.2556
Qwen3 30B A3B Thinking 2507Alibaba82K33K40%$0.20$2.4065
LFM2.5-2.6B (free)Liquid AI66K8K13%FreeFree80
MiniMax M2-herMiniMax66K2K3%$0.30$1.2058
GLM 4.5VZhipu AI66K16K25%$0.60$1.8048
Reka Flash 3rekaai66K59K90%$0.10$0.2070
Mixtral 8x22B InstructMistral AI66K52K80%$2.00$6.0031
WizardLM-2 8x22BMicrosoft66K8K12%$0.62$0.6247
R1DeepSeek64K16K25%$0.70$2.5045
Llama 3.2 1B InstructMeta60K54K90%$0.03$0.2076
GLM 5.2 (free)Zhipu AI33K29K90%FreeFree75
Perceptron Mk1perceptron33K8K25%$0.15$1.5062
Voxtral Small 24B 2507Mistral AI33K26K80%$0.10$0.3066
SabaMistral AI33K26K80%$0.20$0.6059
Mistral Small 3Mistral AI33K16K50%$0.05$0.0870
Qwen2.5 Coder 32B InstructAlibaba33K29K90%$0.66$1.0043
Qwen2.5 7B InstructAlibaba33K29K90%$0.10$0.2066
Qwen2.5 72B InstructAlibaba33K16K50%$0.36$0.4052
Falcon Arabic 7B InstructTII33K8K25%FreeFree75
Falcon3 10B InstructTII33K8K25%FreeFree75
Falcon3 7B InstructTII33K8K25%FreeFree75
Falcon Mamba 7B InstructTII33K8K25%FreeFree75
GPT-3.5 Turbo 16kOpenAI16K4K25%$3.00$4.0023
GPT-3.5 TurboOpenAI16K4K25%$0.50$1.5044
GPT-3.5 Turbo (batch)OpenAI16K4K25%$0.25$0.7553
Reka Edgerekaai16K15K90%$0.10$0.1062
Phi 4Microsoft16K15K90%$0.07$0.1464
Hy-MT2-1.8BTencent8K4K50%$0.04$0.1861
Hy-MT2-30B-A3BTencent8K4K50%$0.07$0.2959
Hy-MT2-7BTencent8K4K50%$0.07$0.2959
R1 Distill Llama 70BDeepSeek8K7K90%$0.80$0.8035
Gemma 2 27BGoogle8K2K25%$0.65$0.6538
GPT-4OpenAI8K4K50%$30.00$60.0011
ALLaM 7B Instruct (preview)HUMAIN4K4K100%FreeFree60
ALLaM 1 13B InstructHUMAIN4K4K100%$1.80$1.8024
ALLaM 2 7B InstructHUMAIN4K4K100%FreeFree60
ALLaM 34BHUMAIN4K4K100%FreeFree60
GPT-3.5 Turbo (older v0613)OpenAI4K4K90%$1.00$2.0030
GPT-3.5 Turbo InstructOpenAI4K4K90%$1.50$2.0026
SWE-1.5WindsurfFreeFree0
autofixer-01VercelFreeFree0
MellumJetBrainsFreeFree0
Capabilities:VisionFunctionsStreamingJSON ModeReasoningWeb SearchImage Output

Image Generation Models

ModelProviderInput $/1MOutput $/1MCapabilities
GPT-5 ImageOpenAI$10.00$10.00
GPT-5.4 Image 2OpenAI$8.00$15.00
GPT-5 Image MiniOpenAI$2.50$2.00
Nano Banana Pro (Gemini 3 Pro Image)Google$2.00$12.00
Nano Banana Pro (Gemini 3 Pro Image Preview)Google$2.00$12.00
Nano Banana 2 (Gemini 3.1 Flash Image)Google$0.50$3.00
Nano Banana 2 (Gemini 3.1 Flash Image Preview)Google$0.50$3.00
Nano Banana (Gemini 2.5 Flash Image)Google$0.30$2.50
Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)Google$0.25$1.50
Midjourney v6.1MidjourneyFreeFree
DALL-E 3OpenAIFree$40000.00
Stable Diffusion 3.5Stability AIFree$35000.00
FLUX.1 ProBlack Forest LabsFree$50000.00
Ideogram 2.0IdeogramFree$80000.00
Recraft V3RecraftFree$40000.00
Imagen 3GoogleFree$40000.00
Adobe Firefly 3AdobeFreeFree
Leonardo PhoenixLeonardo AIFreeFree
Frequently Asked Questions

AI speed is measured by time-to-first-token (TTFT) and tokens-per-second (TPS). TTFT measures how quickly the model starts responding. TPS measures how fast it generates output. Both matter for different use cases.

Speed varies by provider. Groq-hosted Llama achieves the fastest inference. Among major providers, Gemini Flash and GPT-4o Mini are consistently fast. Reasoning models like o3 and R1 are intentionally slower for better accuracy.

Smaller, faster models may sacrifice some quality. However, provider optimizations (quantization, speculative decoding) can speed up models without quality loss. The same model runs at different speeds on different providers.

AI Model Capacity & Efficiency Comparison | LM Market Cap