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Long-context models for documents and codebases

A long context buys you the option to skip retrieval altogether and hand the model the whole document. The cost grows linearly with what you send, so if most of the prompt repeats between calls, pick a model with cheap cached input — that one column changes the monthly bill more than the model choice does.

300 models in this category · prices in toman per 1M tokens

ModelCapabilitiesContextInput / 1MOutput / 1M≈ 1,000 words
Auto Routeropenrouter/autovisiontoolsreasoningjson2,000,000———
Auto Router (Beta)openrouter/auto-betavisiontoolsreasoningjson2,000,000———
Pareto Code Routeropenrouter/pareto-code2,000,000———
Grok 4.20x-ai/grok-4.20visiontoolsreasoningjson2,000,000362,656725,3131,414
Grok 4.20 Multi-Agentx-ai/grok-4.20-multi-agentvisionreasoningjsonfiles2,000,000362,656725,3131,414
DeepSeek V4 Flash 0731deepseek/deepseek-v4-flash-0731toolsreasoningjson1,310,72040,61881,235158
Llama 4 Scoutmeta-llama/llama-4-scoutvisiontoolsjson1,310,72029,01387,038151
GLM 5.3z-ai/glm-5.3toolsreasoningjson1,310,720406,1751,276,5502,188
GLM 5.3 Flashz-ai/glm-5.3-flashvisiontoolsreasoningjson1,310,72021,75972,531123
DeepSeek V4 Flash Latest~deepseek/deepseek-v4-flash-latesttoolsreasoningjson1,310,72014,50646,42079
GLM Flash Latest~z-ai/glm-flash-latestvisiontoolsreasoningjson1,310,72020,67168,905116
GLM Latest~z-ai/glm-latesttoolsreasoningjson1,310,720324,9401,021,2401,750
GPT-5.4openai/gpt-5.4visiontoolsreasoningjson1,050,000725,3134,351,8756,600
GPT-5.4 Proopenai/gpt-5.4-provisiontoolsreasoningjson1,050,0008,703,75052,222,50079,204
GPT-5.4 Pro (batch)openai/gpt-5.4-pro:batchvisiontoolsreasoningjson1,050,0004,351,87526,111,25039,602
GPT-5.4 (batch)openai/gpt-5.4:batchvisiontoolsreasoningjson1,050,000362,6562,175,9383,300
GPT-5.5openai/gpt-5.5visiontoolsreasoningjson1,050,0001,450,6258,703,75013,201
GPT-5.5 Proopenai/gpt-5.5-provisiontoolsreasoningjson1,050,0008,703,75052,222,50079,204
GPT-5.5 Pro (batch)openai/gpt-5.5-pro:batchvisiontoolsreasoningjson1,050,0004,351,87526,111,25039,602
GPT-5.5 (batch)openai/gpt-5.5:batchvisiontoolsreasoningjson1,050,000725,3134,351,8756,600
GPT-5.6 Lunaopenai/gpt-5.6-lunavisiontoolsreasoningjson1,050,00058,025348,150528
GPT-5.6 Luna Proopenai/gpt-5.6-luna-provisiontoolsreasoningjson1,050,00058,025348,150528
GPT-5.6 Luna Pro (batch)openai/gpt-5.6-luna-pro:batchvisiontoolsreasoningjson1,050,00029,013174,075264
GPT-5.6 Luna (batch)openai/gpt-5.6-luna:batchvisiontoolsreasoningjson1,050,00029,013174,075264
GPT-5.6 Solopenai/gpt-5.6-solvisiontoolsreasoningjson1,050,000580,2502,901,2504,526
GPT-5.6 Sol Proopenai/gpt-5.6-sol-provisiontoolsreasoningjson1,050,000580,2502,901,2504,526
GPT-5.6 Sol Pro (batch)openai/gpt-5.6-sol-pro:batchvisiontoolsreasoningjson1,050,000290,1251,450,6252,263
GPT-5.6 Sol (batch)openai/gpt-5.6-sol:batchvisiontoolsreasoningjson1,050,000290,1251,450,6252,263
GPT-5.6 Terraopenai/gpt-5.6-terravisiontoolsreasoningjson1,050,000580,2503,481,5005,280
GPT-5.6 Terra Proopenai/gpt-5.6-terra-provisiontoolsreasoningjson1,050,000580,2503,481,5005,280
GPT-5.6 Terra Pro (batch)openai/gpt-5.6-terra-pro:batchvisiontoolsreasoningjson1,050,000290,1251,740,7502,640
GPT-5.6 Terra (batch)openai/gpt-5.6-terra:batchvisiontoolsreasoningjson1,050,000290,1251,740,7502,640
GPT-6 Astraopenai/gpt-6-astravisiontoolsreasoningjson1,050,0002,901,25014,506,25022,630
GPT-6 Astra Proopenai/gpt-6-astra-provisiontoolsreasoningjson1,050,0002,901,25014,506,25022,630
GPT-6 Astra Pro (batch)openai/gpt-6-astra-pro:batchvisiontoolsreasoningjson1,050,0001,450,6257,253,12511,315
GPT-6 Astra (batch)openai/gpt-6-astra:batchvisiontoolsreasoningjson1,050,0001,450,6257,253,12511,315
MiMo-V2.5xiaomi/mimo-v2.5visiontoolsreasoningjson1,050,00040,61881,235158
MiMo-V2.5-Proxiaomi/mimo-v2.5-protoolsreasoningjson1,050,000126,204252,409492
OpenAI GPT Latest~openai/gpt-latestvisiontoolsreasoningjson1,050,000580,2502,901,2504,526
LongCat 2.0meituan/longcat-2.0toolsreasoning1,048,75687,038348,150566
DeepSeek V4 Flash 0423deepseek/deepseek-v4-flashtoolsreasoningjson1,048,57625,70751,414100
DeepSeek V4 Flash 0731 (batch)deepseek/deepseek-v4-flash-0731:batchtoolsreasoningjson1,048,57640,61881,235158
DeepSeek V4 Flash Vision Expdeepseek/deepseek-v4-flash-vision-expvisiontoolsreasoningjson1,048,57663,828191,483332
DeepSeek V4 Pro 0423deepseek/deepseek-v4-protoolsreasoningjson1,048,576277,145554,2901,081
DeepSeek V4 Pro 0813deepseek/deepseek-v4-pro-0813toolsreasoningjson1,048,576304,457913,3721,583
DeepSeek V4 Pro 0813 (batch)deepseek/deepseek-v4-pro-0813:batchtoolsreasoningjson1,048,576382,9651,148,8951,991
Gemini 2.5 Flashgoogle/gemini-2.5-flashvisiontoolsreasoningjson1,048,57687,038725,3131,056
Gemini 2.5 Flash Litegoogle/gemini-2.5-flash-litevisiontoolsreasoningjson1,048,57629,013116,050189
Gemini 2.5 Flash Lite (batch)google/gemini-2.5-flash-lite:batchvisiontoolsreasoningjson1,048,57614,50658,02594
Gemini 2.5 Flash (batch)google/gemini-2.5-flash:batchvisiontoolsreasoningjson1,048,57643,519362,656528
Gemini 2.5 Progoogle/gemini-2.5-provisiontoolsreasoningjson1,048,576362,6562,901,2504,243
Gemini 2.5 Pro Preview 06-05google/gemini-2.5-pro-previewvisiontoolsreasoningjson1,048,576362,6562,901,2504,243
Gemini 2.5 Pro Preview 05-06google/gemini-2.5-pro-preview-05-06visiontoolsreasoningjson1,048,576362,6562,901,2504,243
Gemini 2.5 Pro (batch)google/gemini-2.5-pro:batchvisiontoolsreasoningjson1,048,576181,3281,450,6252,122
Gemini 3 Flash Previewgoogle/gemini-3-flash-previewvisiontoolsreasoningjson1,048,576145,063870,3751,320
Gemini 3 Flash Preview (batch)google/gemini-3-flash-preview:batchvisiontoolsreasoningjson1,048,57672,531435,188660
Gemini 3.1 Flash Litegoogle/gemini-3.1-flash-litevisiontoolsreasoningjson1,048,57672,531435,188660
Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-previewvisiontoolsreasoningjson1,048,57672,531435,188660
Gemini 3.1 Flash Lite (batch)google/gemini-3.1-flash-lite:batchvisiontoolsreasoningjson1,048,57636,266217,594330
Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-previewvisiontoolsreasoningjson1,048,576580,2503,481,5005,280
Gemini 3.1 Pro Preview Custom Toolsgoogle/gemini-3.1-pro-preview-customtoolsvisiontoolsreasoningjson1,048,576580,2503,481,5005,280
Gemini 3.1 Pro Preview (batch)google/gemini-3.1-pro-preview:batchvisiontoolsreasoningjson1,048,576290,1251,740,7502,640
Gemini 3.5 Flashgoogle/gemini-3.5-flashvisiontoolsreasoningjson1,048,576435,1882,611,1253,960
Gemini 3.5 Flash Litegoogle/gemini-3.5-flash-litevisiontoolsreasoningjson1,048,57687,038725,3131,056
Gemini 3.5 Flash Lite (batch)google/gemini-3.5-flash-lite:batchvisiontoolsreasoningjson1,048,57643,519362,656528
Gemini 3.5 Flash (batch)google/gemini-3.5-flash:batchvisiontoolsreasoningjson1,048,576217,5941,305,5631,980
Gemini 3.6 Flashgoogle/gemini-3.6-flashvisiontoolsreasoningjson1,048,576217,5941,087,9691,697
Gemini 3.6 Flash (batch)google/gemini-3.6-flash:batchvisiontoolsreasoningjson1,048,576108,797543,984849
Gemini 3.7 Flashgoogle/gemini-3.7-flashvisiontoolsreasoningjson1,048,576217,5941,087,9691,697
Gemini 3.7 Flash (batch)google/gemini-3.7-flash:batchvisiontoolsreasoningjson1,048,576108,797543,984849
Gemini 3.8 Flashgoogle/gemini-3.8-flashvisiontoolsreasoningjson1,048,576217,5941,087,9691,697
Gemini 3.8 Flash (batch)google/gemini-3.8-flash:batchvisiontoolsreasoningjson1,048,576108,797543,984849
Lyria 3 Clip Previewgoogle/lyria-3-clip-previewvisionjson1,048,576000
Lyria 3 Pro Previewgoogle/lyria-3-pro-previewvisionjson1,048,576000
Llama 4 Maverickmeta-llama/llama-4-maverickvisiontoolsjson1,048,57658,025201,927338
Muse Spark 1.1meta/muse-spark-1.1visiontoolsreasoningjson1,048,576362,6561,233,0312,074
Muse Spark 1.2meta/muse-spark-1.2visiontoolsreasoningjson1,048,576362,6561,233,0312,074
Muse Spark 1.2 Contributormeta/muse-spark-1.2-contributorvisiontoolsreasoningjson1,048,57629,01358,025113
Muse Spark 1.3meta/muse-spark-1.3visiontoolsreasoningjson1,048,576362,6561,233,0312,074
Muse Spark 1.3 Contributormeta/muse-spark-1.3-contributorvisiontoolsreasoningjson1,048,57629,01358,025113
MiniMax M3minimax/minimax-m3visiontoolsreasoningjson1,048,57687,038348,150566
MiniMax M3 (free)minimax/minimax-m3:freeFree · shared capacityvisiontoolsreasoningjson1,048,576000
Kimi K3moonshotai/kimi-k3visiontoolsreasoningjson1,048,576870,3754,351,8756,789
Kimi K3 (batch)moonshotai/kimi-k3:batchvisiontoolsreasoningjson1,048,576870,3754,351,8756,789
Laguna S 2.1poolside/laguna-s-2.1toolsreasoning1,048,57626,11152,223102
Qwen3.8 2.4T A95Bqwen/qwen3.8-2.4t-a95btoolsreasoningjson1,048,576580,2501,740,7503,017
Hy4 previewtencent/hy4-previewtoolsreasoningjson1,048,576241,964725,6031,258
Inklingthinkingmachines/inklingvisiontoolsreasoningjson1,048,576290,1251,175,0061,905
Inkling Smallthinkingmachines/inkling-smallvisiontoolsreasoningaudio1,048,576130,556348,150622
Inkling Small (free)thinkingmachines/inkling-small:freeFree · shared capacityvisiontoolsreasoningaudio1,048,576000
Inkling (free)thinkingmachines/inkling:freeFree · shared capacityvisiontoolsreasoningaudio1,048,576000
GLM 5.2z-ai/glm-5.2toolsreasoningjson1,048,576280,261880,8201,509
Google Gemini Flash Latest~google/gemini-flash-latestvisiontoolsreasoningjson1,048,576217,5941,087,9691,697
Google Gemini Pro Latest~google/gemini-pro-latestvisiontoolsreasoningjson1,048,576580,2503,481,5005,280
MoonshotAI Kimi Latest~moonshotai/kimi-latestvisiontoolsreasoningjson1,048,576739,8193,699,0945,771
GLM 5.3 Flash (batch)z-ai/glm-5.3-flash:batchvisiontoolsreasoningjson1,048,57543,519145,063245
GPT-4.1openai/gpt-4.1visiontoolsjsonfiles1,047,576580,2502,321,0003,772
GPT-4.1 Miniopenai/gpt-4.1-minivisiontoolsjsonfiles1,047,576116,050464,200754
GPT-4.1 Mini (batch)openai/gpt-4.1-mini:batchvisiontoolsjsonfiles1,047,57658,025232,100377
GPT-4.1 Nanoopenai/gpt-4.1-nanovisiontoolsjsonfiles1,047,57629,013116,050189
GPT-4.1 Nano (batch)openai/gpt-4.1-nano:batchvisiontoolsjsonfiles1,047,57614,50658,02594
GPT-4.1 (batch)openai/gpt-4.1:batchvisiontoolsjsonfiles1,047,576290,1251,160,5001,886
Palmyra X5writer/palmyra-x51,040,000174,0751,740,7502,489
UnslopNemo 12Bthedrummer/unslopnemo-12btoolsjson1,024,000116,050116,050302
Qwen3.8 2.4T A95B (batch)qwen/qwen3.8-2.4t-a95b:batchtoolsreasoningjson1,010,000580,2501,740,7503,017
MiniMax-01minimax/minimax-01vision1,000,19258,025319,138490
Nova 2 Liteamazon/nova-2-lite-v1visiontoolsreasoningfiles1,000,00087,038725,3131,056
Nova Premier 1.0amazon/nova-premier-v1visiontools1,000,000725,3133,626,5635,657
Claude Fable 5anthropic/claude-fable-5visiontoolsreasoningjson1,000,0002,901,25014,506,25022,630
Claude Fable 5.1anthropic/claude-fable-5.1visiontoolsreasoningjson1,000,0002,901,25014,506,25022,630
Claude Fable 5.1 (batch)anthropic/claude-fable-5.1:batchvisiontoolsreasoningjson1,000,0001,450,6257,253,12511,315
Claude Fable 5 (batch)anthropic/claude-fable-5:batchvisiontoolsreasoningjson1,000,0001,450,6257,253,12511,315
Claude Opus 4.6anthropic/claude-opus-4.6visiontoolsreasoningjson1,000,0001,450,6257,253,12511,315
Claude Opus 4.6 (batch)anthropic/claude-opus-4.6:batchvisiontoolsreasoningjson1,000,000725,3133,626,5635,657
Claude Opus 4.7anthropic/claude-opus-4.7visiontoolsreasoningjson1,000,0001,450,6257,253,12511,315
Claude Opus 4.7 (batch)anthropic/claude-opus-4.7:batchvisiontoolsreasoningjson1,000,000725,3133,626,5635,657
Claude Opus 4.8anthropic/claude-opus-4.8visiontoolsreasoningjson1,000,0001,450,6257,253,12511,315
Claude Opus 4.8 (batch)anthropic/claude-opus-4.8:batchvisiontoolsreasoningjson1,000,000725,3133,626,5635,657
Claude Opus 5anthropic/claude-opus-5visiontoolsreasoningjson1,000,0001,450,6257,253,12511,315
Claude Opus 5 (batch)anthropic/claude-opus-5:batchvisiontoolsreasoningjson1,000,000725,3133,626,5635,657

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