AI Rankings
LLM Context Window Comparison: Models That Read the Most at Once
Data updated
Top 20 at a glance
Full ranking
| Rank and model | Context window | Roughly in words | Longest reply | Epoch index | Price per 1M tokens (in / out) |
|---|---|---|---|---|---|
1GPT-5.4OpenAI | 1.1M tokens | 788,000 | 128K tokens | 157.3 | $2.50 / $15.00 |
1GPT-5.4 ProOpenAI | 1.1M tokens | 788,000 | 128K tokens | 159.6 | $30.00 / $180 |
1GPT-5.5OpenAI | 1.1M tokens | 788,000 | 128K tokens | 159.7 | $5.00 / $30.00 |
1GPT-5.5 ProOpenAI | 1.1M tokens | 788,000 | 128K tokens | 162.9 | $30.00 / $180 |
5DeepSeek V4 Flash 0731DeepSeek · Open weights | 1M tokens | 786,000 | 1M tokens | 154.8 | $0.19 / $0.38 |
5DeepSeek V4 Pro 0813DeepSeek · Open weights | 1M tokens | 786,000 | 1M tokens | 155.6 | $1.32 / $3.96 |
5DeepSeek V4.1 FlashDeepSeek · Open weights | 1M tokens | 786,000 | 1M tokens | 155.9 | $0.30 / $1.20 |
5Gemini 2.5 Flash (Sep 2025)Google | 1M tokens | 786,000 | 66K tokens | 142.9 | $0.30 / $2.50 |
| 1M tokens | 786,000 | 66K tokens | 133.8 | $0.10 / $0.40 | |
5Gemini 2.5 Pro (Jun 2025)Google | 1M tokens | 786,000 | 66K tokens | 145.1 | $1.25 / $10.00 |
5Gemini 3 FlashGoogle | 1M tokens | 786,000 | 66K tokens | 151.9 | $0.50 / $3.00 |
5Gemini 3 ProGoogle | 1M tokens | 786,000 | 66K tokens | 153.1 | $2.00 / $12.00 |
5Gemini 3.1 Flash-LiteGoogle | 1M tokens | 786,000 | 66K tokens | 144.3 | $0.25 / $1.50 |
5Gemini 3.1 ProGoogle | 1M tokens | 786,000 | 66K tokens | 155.3 | $2.00 / $12.00 |
5Gemini 3.5 FlashGoogle | 1M tokens | 786,000 | 66K tokens | 154.9 | $1.50 / $9.00 |
5Gemini 3.5 Flash-LiteGoogle | 1M tokens | 786,000 | 66K tokens | 144.9 | $0.30 / $2.50 |
5Gemini 3.6 FlashGoogle | 1M tokens | 786,000 | 66K tokens | 154.5 | $0.75 / $3.75 |
5Gemini 3.7 FlashGoogle | 1M tokens | 786,000 | 66K tokens | 158.0 | $0.75 / $3.75 |
5Gemini 3.8 FlashGoogle | 1M tokens | 786,000 | 66K tokens | 157.4 | $0.75 / $3.75 |
5Gemini 4 ArgonGoogle | 1M tokens | 786,000 | 1M tokens | 166.4 | $2.00 / $10.00 |
5GLM-5.3-FlashZ.ai · Open weights | 1M tokens | 786,000 | 128K tokens | 153.1 | $0.15 / $0.50 |
5InklingThinking Machines · Open weights | 1M tokens | 786,000 | 33K tokens | 148.4 | $1.00 / $4.05 |
5Inkling-SmallThinking Machines · Open weights | 1M tokens | 786,000 | 33K tokens | 150.3 | $0.47 / $1.20 |
5Kimi K3Moonshot AI · Open weights | 1M tokens | 786,000 | 1M tokens | 157.9 | $3.00 / $15.00 |
5Mistral Large 4Mistral AI | 1M tokens | 786,000 | Not measured | 150.0 | $0.68 / $2.09 |
5Muse Spark 1.1Meta | 1M tokens | 786,000 | 131K tokens | 154.1 | $1.25 / $4.25 |
5Muse Spark 1.2Meta | 1M tokens | 786,000 | 131K tokens | 155.1 | $1.25 / $4.25 |
5Muse Spark 1.3Meta | 1M tokens | 786,000 | 131K tokens | 157.2 | $1.25 / $4.25 |
5Muse Spark OpenMeta · Open weights | 1M tokens | 786,000 | 1M tokens | 155.1 | $1.25 / $4.25 |
30GPT-4.1OpenAI | 1M tokens | 786,000 | 33K tokens | 136.7 | $2.00 / $8.00 |
30GPT-4.1 miniOpenAI | 1M tokens | 786,000 | 33K tokens | 134.9 | $0.40 / $1.60 |
30GPT-4.1 nanoOpenAI | 1M tokens | 786,000 | 33K tokens | 129.5 | $0.10 / $0.40 |
33Claude Fable 5Anthropic | 1M tokens | 750,000 | 128K tokens | 163.4 | $10.00 / $50.00 |
33Claude Fable 5.1Anthropic | 1M tokens | 750,000 | 128K tokens | 166.5 | $10.00 / $50.00 |
33Claude Haiku 5.5Anthropic | 1M tokens | 750,000 | 128K tokens | 159.3 | $0.10 / $0.50 |
33Claude Opus 4.6Anthropic | 1M tokens | 750,000 | 128K tokens | 155.7 | $5.00 / $25.00 |
33Claude Opus 4.7Anthropic | 1M tokens | 750,000 | 128K tokens | 156.8 | $5.00 / $25.00 |
33Claude Opus 4.8Anthropic | 1M tokens | 750,000 | 128K tokens | 159.0 | $5.00 / $25.00 |
33Claude Opus 5Anthropic | 1M tokens | 750,000 | 128K tokens | 163.9 | $5.00 / $25.00 |
33Claude Opus 5.5Anthropic | 1M tokens | 750,000 | 128K tokens | 168.8 | $4.00 / $20.00 |
33Claude Sonnet 4.6Anthropic | 1M tokens | 750,000 | 128K tokens | 152.8 | $3.00 / $15.00 |
33Claude Sonnet 5Anthropic | 1M tokens | 750,000 | 128K tokens | 156.9 | $2.00 / $10.00 |
33Claude Sonnet 5.5Anthropic | 1M tokens | 750,000 | 128K tokens | 166.2 | $2.00 / $10.00 |
33DeepSeek-V4-FlashDeepSeek · Open weights | 1M tokens | 750,000 | 393K tokens | 146.1 | $0.30 / $1.20 |
33DeepSeek-V4-ProDeepSeek · Open weights | 1M tokens | 750,000 | 393K tokens | 149.1 | $1.32 / $3.96 |
33GLM-5.2Z.ai · Open weights | 1M tokens | 750,000 | 128K tokens | 151.9 | $1.40 / $4.40 |
33GLM-5.3Z.ai · Open weights | 1M tokens | 750,000 | 128K tokens | 156.0 | $1.40 / $4.40 |
33Grok 4.20xAI | 1M tokens | 750,000 | 1M tokens | 152.1 | $1.25 / $2.50 |
33MiniMax-M2.5MiniMax · Open weights | 1M tokens | 750,000 | 8K tokens | 146.6 | $0.30 / $1.20 |
33MiniMax-M3MiniMax · Open weights | 1M tokens | 750,000 | 128K tokens | 146.9 | $0.30 / $1.20 |
33Qwen 3.6 PlusAlibaba | 1M tokens | 750,000 | Not measured | 147.3 | $0.50 / $3.00 |
33Qwen3.7-PlusAlibaba | 1M tokens | 750,000 | 131K tokens | 147.0 | $0.36 / $1.44 |
53Qwen 3.8 MaxAlibaba | 992K tokens | 744,000 | 131K tokens | 157.4 | $2.00 / $6.00 |
53Qwen3.7-MaxAlibaba | 992K tokens | 744,000 | 66K tokens | 154.0 | $2.50 / $7.50 |
55GPT-5.6 LunaOpenAI | 922K tokens | 692,000 | 128K tokens | 156.5 | $0.20 / $1.20 |
55GPT-5.6 SolOpenAI | 922K tokens | 692,000 | 128K tokens | 162.8 | $4.00 / $20.00 |
55GPT-5.6 TerraOpenAI | 922K tokens | 692,000 | 128K tokens | 160.1 | $2.00 / $12.00 |
55GPT-6 AstraOpenAI | 922K tokens | 692,000 | 128K tokens | 168.8 | $10.00 / $50.00 |
55GPT-6 LunaOpenAI | 922K tokens | 692,000 | 128K tokens | 156.8 | $0.10 / $0.50 |
55GPT-6 SolOpenAI | 922K tokens | 692,000 | 128K tokens | 163.7 | $2.00 / $10.00 |
55GPT-6.1 SolOpenAI | 922K tokens | 692,000 | 128K tokens | 168.4 | $2.00 / $10.00 |
62Grok 4.5xAI | 500K tokens | 375,000 | 500K tokens | 154.1 | $2.00 / $6.00 |
62Grok 4.6xAI | 500K tokens | 375,000 | 500K tokens | 156.6 | $2.00 / $6.00 |
62Grok 4.7xAI | 500K tokens | 375,000 | 500K tokens | 154.4 | $2.00 / $6.00 |
65GPT-5 ProOpenAI | 400K tokens | 300,000 | 272K tokens | 150.6 | $15.00 / $120 |
66GPT-5OpenAI | 272K tokens | 204,000 | 128K tokens | 150.0 | $1.25 / $10.00 |
66GPT-5 miniOpenAI | 272K tokens | 204,000 | 128K tokens | 145.3 | $0.25 / $2.00 |
66GPT-5 nanoOpenAI | 272K tokens | 204,000 | 128K tokens | 139.2 | $0.05 / $0.40 |
66GPT-5.1OpenAI | 272K tokens | 204,000 | 128K tokens | 149.8 | $1.25 / $10.00 |
66GPT-5.2OpenAI | 272K tokens | 204,000 | 128K tokens | 153.7 | $1.75 / $14.00 |
66GPT-5.2 ProOpenAI | 272K tokens | 204,000 | 128K tokens | 156.3 | $21.00 / $168 |
66GPT-5.3 CodexOpenAI | 272K tokens | 204,000 | 128K tokens | 157.1 | $1.75 / $14.00 |
66GPT-5.4 MiniOpenAI | 272K tokens | 204,000 | 128K tokens | 148.7 | $0.75 / $4.50 |
66GPT-5.4 NanoOpenAI | 272K tokens | 204,000 | 128K tokens | 146.0 | $0.20 / $1.25 |
75Gemma 4 31B ITGoogle · Open weights | 262K tokens | 197,000 | 262K tokens | 143.0 | $0.14 / $0.40 |
75Kimi K2 ThinkingMoonshot AI · Open weights | 262K tokens | 197,000 | 262K tokens | 145.8 | $0.60 / $2.50 |
75Kimi K2.5Moonshot AI · Open weights | 262K tokens | 197,000 | 262K tokens | 148.1 | $0.60 / $3.00 |
75Kimi K2.6Moonshot AI · Open weights | 262K tokens | 197,000 | 262K tokens | 150.9 | $0.95 / $4.00 |
75Kimi K2.7 CodeMoonshot AI · Open weights | 262K tokens | 197,000 | 262K tokens | 150.1 | $0.95 / $4.00 |
75Mistral LargeMistral AI | 262K tokens | 197,000 | 262K tokens | 122.1 | $0.50 / $1.50 |
75Mistral Medium 3Mistral AI | 262K tokens | 197,000 | 262K tokens | 134.0 | $1.50 / $7.50 |
75Mistral Medium 3.5Mistral AI · Open weights | 262K tokens | 197,000 | 262K tokens | 141.4 | $1.50 / $7.50 |
75Qwen 3.6 35B-A3BAlibaba · Open weights | 262K tokens | 197,000 | 262K tokens | 143.7 | $0.20 / $1.10 |
75Qwen 3.6 Max (Preview)Alibaba | 262K tokens | 197,000 | 66K tokens | 149.4 | $1.27 / $7.61 |
75Qwen 3.8 27BAlibaba · Open weights | 262K tokens | 197,000 | 33K tokens | 151.7 | $0.45 / $3.00 |
75Qwen3-235B-A22BAlibaba · Open weights | 262K tokens | 197,000 | 262K tokens | 139.2 | $0.21 / $0.84 |
75Qwen3-235B-A22B-Instruct (Jul 2025)Alibaba · Open weights | 262K tokens | 197,000 | 262K tokens | 138.8 | $0.22 / $0.88 |
75Qwen3-235B-A22B-Thinking (Jul 2025)Alibaba · Open weights | 262K tokens | 197,000 | 262K tokens | 143.8 | $0.30 / $2.90 |
75Qwen3-30B-A3B-Instruct (Jul 2025)Alibaba · Open weights | 262K tokens | 197,000 | 262K tokens | 137.3 | $0.10 / $0.30 |
75Qwen3-30B-A3B-Thinking (Jul 2025)Alibaba · Open weights | 262K tokens | 197,000 | 262K tokens | 139.6 | $0.90 / $0.90 |
75Qwen3-MaxAlibaba | 262K tokens | 197,000 | 66K tokens | 142.3 | $1.66 / $7.22 |
75Qwen3.5 397B-A17BAlibaba · Open weights | 262K tokens | 197,000 | 262K tokens | 146.8 | $0.60 / $3.60 |
75Qwen3.5-35B-A3BAlibaba · Open weights | 262K tokens | 197,000 | 66K tokens | 142.5 | $0.25 / $1.25 |
75Qwen3.5-9BAlibaba · Open weights | 262K tokens | 197,000 | 100K tokens | 139.3 | $0.17 / $0.15 |
75Qwen3.6 27BAlibaba · Open weights | 262K tokens | 197,000 | 262K tokens | 146.2 | $0.37 / $3.20 |
96Grok 4xAI | 262K tokens | 197,000 | 256K tokens | 146.2 | $3.00 / $15.00 |
97Claude 3 HaikuAnthropic | 200K tokens | 150,000 | 4K tokens | 118.8 | $0.25 / $1.25 |
97Claude 3 OpusAnthropic | 200K tokens | 150,000 | 4K tokens | 126.9 | $15.00 / $75.00 |
97Claude 3 SonnetAnthropic | 200K tokens | 150,000 | 4K tokens | 120.8 | $3.00 / $15.00 |
97Claude 3.5 HaikuAnthropic | 200K tokens | 150,000 | 8K tokens | 127.1 | $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.
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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