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AI Rankings

LLM Context Window Comparison: Models That Read the Most at Once

The context window is how much text a model can take in at once, counting your question, any documents you paste in and its own answer. This page lists models from the largest window to the smallest.

Data updated

Full ranking

Showing the top 100 of 193 models.Download the full table (CSV)Data credit: LiteLLM model price list, Epoch AI, used under open licences (details at the foot of the page).
LLM Context Window Comparison: Models That Read the Most at Once: 100 of 193 models
Rank and modelContext windowRoughly in wordsLongest replyEpoch indexPrice per 1M tokens (in / out)
1GPT-5.4OpenAI
1.1M tokens788,000128K tokens157.3$2.50 / $15.00
1.1M tokens788,000128K tokens159.6$30.00 / $180
1GPT-5.5OpenAI
1.1M tokens788,000128K tokens159.7$5.00 / $30.00
1.1M tokens788,000128K tokens162.9$30.00 / $180
5DeepSeek V4 Flash 0731DeepSeek · Open weights
1M tokens786,0001M tokens154.8$0.19 / $0.38
5DeepSeek V4 Pro 0813DeepSeek · Open weights
1M tokens786,0001M tokens155.6$1.32 / $3.96
5DeepSeek V4.1 FlashDeepSeek · Open weights
1M tokens786,0001M tokens155.9$0.30 / $1.20
1M tokens786,00066K tokens142.9$0.30 / $2.50
1M tokens786,00066K tokens133.8$0.10 / $0.40
1M tokens786,00066K tokens145.1$1.25 / $10.00
1M tokens786,00066K tokens151.9$0.50 / $3.00
1M tokens786,00066K tokens153.1$2.00 / $12.00
1M tokens786,00066K tokens144.3$0.25 / $1.50
1M tokens786,00066K tokens155.3$2.00 / $12.00
1M tokens786,00066K tokens154.9$1.50 / $9.00
1M tokens786,00066K tokens144.9$0.30 / $2.50
1M tokens786,00066K tokens154.5$0.75 / $3.75
1M tokens786,00066K tokens158.0$0.75 / $3.75
1M tokens786,00066K tokens157.4$0.75 / $3.75
1M tokens786,0001M tokens166.4$2.00 / $10.00
5GLM-5.3-FlashZ.ai · Open weights
1M tokens786,000128K tokens153.1$0.15 / $0.50
5InklingThinking Machines · Open weights
1M tokens786,00033K tokens148.4$1.00 / $4.05
5Inkling-SmallThinking Machines · Open weights
1M tokens786,00033K tokens150.3$0.47 / $1.20
5Kimi K3Moonshot AI · Open weights
1M tokens786,0001M tokens157.9$3.00 / $15.00
5Mistral Large 4Mistral AI
1M tokens786,000Not measured150.0$0.68 / $2.09
1M tokens786,000131K tokens154.1$1.25 / $4.25
1M tokens786,000131K tokens155.1$1.25 / $4.25
1M tokens786,000131K tokens157.2$1.25 / $4.25
5Muse Spark OpenMeta · Open weights
1M tokens786,0001M tokens155.1$1.25 / $4.25
30GPT-4.1OpenAI
1M tokens786,00033K tokens136.7$2.00 / $8.00
30GPT-4.1 miniOpenAI
1M tokens786,00033K tokens134.9$0.40 / $1.60
30GPT-4.1 nanoOpenAI
1M tokens786,00033K tokens129.5$0.10 / $0.40
33Claude Fable 5Anthropic
1M tokens750,000128K tokens163.4$10.00 / $50.00
33Claude Fable 5.1Anthropic
1M tokens750,000128K tokens166.5$10.00 / $50.00
33Claude Haiku 5.5Anthropic
1M tokens750,000128K tokens159.3$0.10 / $0.50
33Claude Opus 4.6Anthropic
1M tokens750,000128K tokens155.7$5.00 / $25.00
33Claude Opus 4.7Anthropic
1M tokens750,000128K tokens156.8$5.00 / $25.00
33Claude Opus 4.8Anthropic
1M tokens750,000128K tokens159.0$5.00 / $25.00
33Claude Opus 5Anthropic
1M tokens750,000128K tokens163.9$5.00 / $25.00
33Claude Opus 5.5Anthropic
1M tokens750,000128K tokens168.8$4.00 / $20.00
1M tokens750,000128K tokens152.8$3.00 / $15.00
33Claude Sonnet 5Anthropic
1M tokens750,000128K tokens156.9$2.00 / $10.00
1M tokens750,000128K tokens166.2$2.00 / $10.00
33DeepSeek-V4-FlashDeepSeek · Open weights
1M tokens750,000393K tokens146.1$0.30 / $1.20
33DeepSeek-V4-ProDeepSeek · Open weights
1M tokens750,000393K tokens149.1$1.32 / $3.96
33GLM-5.2Z.ai · Open weights
1M tokens750,000128K tokens151.9$1.40 / $4.40
33GLM-5.3Z.ai · Open weights
1M tokens750,000128K tokens156.0$1.40 / $4.40
1M tokens750,0001M tokens152.1$1.25 / $2.50
33MiniMax-M2.5MiniMax · Open weights
1M tokens750,0008K tokens146.6$0.30 / $1.20
33MiniMax-M3MiniMax · Open weights
1M tokens750,000128K tokens146.9$0.30 / $1.20
33Qwen 3.6 PlusAlibaba
1M tokens750,000Not measured147.3$0.50 / $3.00
33Qwen3.7-PlusAlibaba
1M tokens750,000131K tokens147.0$0.36 / $1.44
53Qwen 3.8 MaxAlibaba
992K tokens744,000131K tokens157.4$2.00 / $6.00
53Qwen3.7-MaxAlibaba
992K tokens744,00066K tokens154.0$2.50 / $7.50
55GPT-5.6 LunaOpenAI
922K tokens692,000128K tokens156.5$0.20 / $1.20
55GPT-5.6 SolOpenAI
922K tokens692,000128K tokens162.8$4.00 / $20.00
922K tokens692,000128K tokens160.1$2.00 / $12.00
55GPT-6 AstraOpenAI
922K tokens692,000128K tokens168.8$10.00 / $50.00
55GPT-6 LunaOpenAI
922K tokens692,000128K tokens156.8$0.10 / $0.50
55GPT-6 SolOpenAI
922K tokens692,000128K tokens163.7$2.00 / $10.00
55GPT-6.1 SolOpenAI
922K tokens692,000128K tokens168.4$2.00 / $10.00
500K tokens375,000500K tokens154.1$2.00 / $6.00
500K tokens375,000500K tokens156.6$2.00 / $6.00
500K tokens375,000500K tokens154.4$2.00 / $6.00
65GPT-5 ProOpenAI
400K tokens300,000272K tokens150.6$15.00 / $120
66GPT-5OpenAI
272K tokens204,000128K tokens150.0$1.25 / $10.00
66GPT-5 miniOpenAI
272K tokens204,000128K tokens145.3$0.25 / $2.00
66GPT-5 nanoOpenAI
272K tokens204,000128K tokens139.2$0.05 / $0.40
66GPT-5.1OpenAI
272K tokens204,000128K tokens149.8$1.25 / $10.00
66GPT-5.2OpenAI
272K tokens204,000128K tokens153.7$1.75 / $14.00
66GPT-5.2 ProOpenAI
272K tokens204,000128K tokens156.3$21.00 / $168
272K tokens204,000128K tokens157.1$1.75 / $14.00
66GPT-5.4 MiniOpenAI
272K tokens204,000128K tokens148.7$0.75 / $4.50
66GPT-5.4 NanoOpenAI
272K tokens204,000128K tokens146.0$0.20 / $1.25
75Gemma 4 31B ITGoogle · Open weights
262K tokens197,000262K tokens143.0$0.14 / $0.40
75Kimi K2 ThinkingMoonshot AI · Open weights
262K tokens197,000262K tokens145.8$0.60 / $2.50
75Kimi K2.5Moonshot AI · Open weights
262K tokens197,000262K tokens148.1$0.60 / $3.00
75Kimi K2.6Moonshot AI · Open weights
262K tokens197,000262K tokens150.9$0.95 / $4.00
75Kimi K2.7 CodeMoonshot AI · Open weights
262K tokens197,000262K tokens150.1$0.95 / $4.00
75Mistral LargeMistral AI
262K tokens197,000262K tokens122.1$0.50 / $1.50
75Mistral Medium 3Mistral AI
262K tokens197,000262K tokens134.0$1.50 / $7.50
75Mistral Medium 3.5Mistral AI · Open weights
262K tokens197,000262K tokens141.4$1.50 / $7.50
75Qwen 3.6 35B-A3BAlibaba · Open weights
262K tokens197,000262K tokens143.7$0.20 / $1.10
262K tokens197,00066K tokens149.4$1.27 / $7.61
75Qwen 3.8 27BAlibaba · Open weights
262K tokens197,00033K tokens151.7$0.45 / $3.00
75Qwen3-235B-A22BAlibaba · Open weights
262K tokens197,000262K tokens139.2$0.21 / $0.84
75Qwen3-235B-A22B-Instruct (Jul 2025)Alibaba · Open weights
262K tokens197,000262K tokens138.8$0.22 / $0.88
75Qwen3-235B-A22B-Thinking (Jul 2025)Alibaba · Open weights
262K tokens197,000262K tokens143.8$0.30 / $2.90
75Qwen3-30B-A3B-Instruct (Jul 2025)Alibaba · Open weights
262K tokens197,000262K tokens137.3$0.10 / $0.30
75Qwen3-30B-A3B-Thinking (Jul 2025)Alibaba · Open weights
262K tokens197,000262K tokens139.6$0.90 / $0.90
75Qwen3-MaxAlibaba
262K tokens197,00066K tokens142.3$1.66 / $7.22
75Qwen3.5 397B-A17BAlibaba · Open weights
262K tokens197,000262K tokens146.8$0.60 / $3.60
75Qwen3.5-35B-A3BAlibaba · Open weights
262K tokens197,00066K tokens142.5$0.25 / $1.25
75Qwen3.5-9BAlibaba · Open weights
262K tokens197,000100K tokens139.3$0.17 / $0.15
75Qwen3.6 27BAlibaba · Open weights
262K tokens197,000262K tokens146.2$0.37 / $3.20
96Grok 4xAI
262K tokens197,000256K tokens146.2$3.00 / $15.00
97Claude 3 HaikuAnthropic
200K tokens150,0004K tokens118.8$0.25 / $1.25
97Claude 3 OpusAnthropic
200K tokens150,0004K tokens126.9$15.00 / $75.00
97Claude 3 SonnetAnthropic
200K tokens150,0004K tokens120.8$3.00 / $15.00
97Claude 3.5 HaikuAnthropic
200K tokens150,0008K tokens127.1$0.90 / $4.50

How to read this leaderboard

Bigger is not always better. A model with a very large window can still miss details in the middle of a long document, and long inputs cost more. The word counts are rough: about three quarters of a word per token, and they vary by language. Only models that also have an Epoch score are listed.

Questions people ask

What is a context window?

It is the amount of text a model can handle in one conversation: everything you send plus everything it writes. Once the limit is reached, older text has to be dropped or shortened.

How many pages fit in a million tokens?

Roughly 750,000 words, which is several long books. The exact number depends on the language and the text.

Does a bigger window mean better answers?

No. It means more text fits. Quality on very long inputs differs between models, and long inputs cost more per request, so use only as much as the task needs.

Why is a model I know missing?

A model appears only when an open source has published results for it. New models can take days or weeks to be measured, and models with no published score are left out rather than guessed.

Where does the data come from?

Prices and context windows come from the open-source LiteLLM price list (MIT licence), which records each model maker's own price page. Prices change often, so confirm on the maker's site before you buy. Epoch scores come from Epoch AI (CC BY 4.0).

How often is this leaderboard updated?

We check our open data sources every day and show the date of the data at the top of the page. A model only moves when its source publishes new results, so a number can stay the same for weeks.

More leaderboards

Different questions need different tests. Pick the one that matches your work.

Where this data comes from

  • LiteLLM model price list: Prices and context windows: LiteLLM model price list (github.com/BerriAI/litellm, MIT licence). We use the model maker's own price entry when there is one. Prices change often, so always confirm on the maker's site before you buy.
  • Epoch AI: Benchmark data: Epoch AI, 'Capabilities & benchmarking', epoch.ai/benchmarks (CC BY 4.0). We match models across sources, rank them and show them in charts. Scores are not changed. Epoch AI does not endorse this site.

Newest data on this page: 26 Oct 2026. Prices are list prices and change often, so confirm on the maker's site before you buy. Sponsors never change a score or an order. How we calculate this · Report a mistake

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