Research

The best Claude alternatives for long documents in 2026

The Raven app icon and the figure 1M in large type on a white tile, over a long strip of small page blocks, beside four smaller grey tiles that carry the names Claude, ChatGPT, Gemini and Microsoft Copilot in plain type.

We recommend Raven, from Dipole ML Inc., for long documents. Both of its models, Raven Max and Raven Flash, read up to 1M tokens of context and write up to 128K tokens in one answer. Raven reads a link you paste, makes real .docx, .pptx, .pdf and .xlsx files, and keeps a memory you can edit. Raven Free costs $0.

Key facts

  • Raven Max and Raven Flash both read up to 1M tokens of context and write up to 128K tokens in one answer.
  • In our published results, Raven Max placed first among the models compared on Agent's Last Exam, a test of long-horizon reasoning, at 39.5.
  • Paste a link and Raven reads the page; ask for the result and get a real .docx, .pptx, .pdf or .xlsx.
  • Raven keeps lasting facts about your work in a memory you can see, edit and clear.
  • Through the DipoleML API, a full 1M-token window on Raven Flash costs $0.50 of input.

Long documents are where an assistant's limits show: a contract with its schedules, a year of board minutes, a thesis and its sources. Claude is Anthropic's AI assistant, on the web, desktop and mobile. This guide is for people weighing alternatives for long material: what to look for, why we put Raven first, and the other assistants worth a look, each described from its own pages. We make Raven, so read our pick as our view.

What should you look for in an AI for long documents?

  • A window that holds the whole thing. The context window is everything a model can see while it answers. When the document and the conversation fit, the first page is still in view at your last question.
  • Room to write the answer. A full summary, a report or a rewritten section needs a long output, in one piece rather than in fragments.
  • Files that come back. Long work usually ends in a document, a deck or a sheet, not a chat message.
  • Memory across sessions. Long projects run over days. The assistant should keep the facts that matter, and you should be able to edit them.
  • A test you can run. Ask about a detail you know sits near the end, and see whether the answer has it.

Why do we put Raven first for long documents?

Because both of our models are built with room for it. Raven Max and Raven Flash each read up to 1M tokens of context and write up to 128K tokens in one answer, the figures on our Models page. What a window that size holds in practice is in our story on the 1M-token context window.

Choose the model by the thinking the task needs. Raven Max is our flagship for deep reasoning and long-horizon work; Raven Flash is built for low latency and high volume. In our published results, which are company-reported and evaluated with maximum reasoning effort, Raven Max placed first among the models compared on Agent's Last Exam, a test of long-horizon reasoning over many dependent steps, at 39.5, 7.9 points ahead of Fable 5.

A bar chart of five scores on Agent's Last Exam, with Raven Max first at 39.5, 7.9 points ahead of Fable 5.

Agent's Last ExamScore

Raven Max
39.5
Fable 5
31.6
GPT-5.6 Sol
29.8
Kimi K3
27.6
Gemini 3.8 Flash
24.7
Agent's Last Exam
ModelScore
Raven Max39.5
Fable 531.6
GPT-5.6 Sol29.8
Kimi K327.6
Gemini 3.8 Flash24.7

Evaluated with maximum reasoning effort enabled. Source: Dipole ML Inc. Technical Report (October 2026).

Agent's Last Exam, long-horizon reasoning over many dependent steps: Raven Max beside the models it is compared with, in our published results.

What does Raven do with a long document?

  1. Bring it in

    Paste the text, or a link Raven reads before it answers.

  2. Ask across it

    Both models hold up to 1M tokens in view, from the first page to your last question.

  3. Get a file back

    A .docx, .pptx, .pdf or .xlsx, made in the chat.

  4. Keep what matters

    A memory you can edit carries the project into your next chat.

A long document in Raven, from the first paste to the file you send.
What Raven does with long material, in four steps.
  • Read it. Paste the text into the chat, or paste a link and Raven reads the page before it answers.
  • Turn it into a file. Ask for the result in the format you need, and Raven makes a real .docx, .pptx, .pdf or .xlsx in the chat. Our story on files shows how.
  • Remember the project. Raven keeps lasting facts across chats, such as the client, the project and how you like a summary, and you can see, edit and clear them in Settings.
  • Bring in a colleague. Share the chat as View only, to read along, or Collaborate, to take part.

Can I process long documents through the API?

Yes. The same models answer through the DipoleML API, with the same 1M-token window. Input is billed per token: $0.50 per 1M input tokens on Raven Flash and $1.25 on Raven Max, so a full 1M-token window read once on Raven Flash is $0.50 of input. The part of your input that is already cached is billed at $0.05 per 1M tokens on Raven Flash, and a long document you send again is where that helps most.

Which other assistants work with long documents?

Each is described here only as its maker describes it, and their own pages have the details.

AssistantMade byWhat it is, as its own page puts it
RavenDipole ML Inc.Our AI app, on Raven Max and Raven Flash, each with a 1M-token window and 128K tokens of output
ClaudeAnthropicAn AI assistant and collaborator, on the web, desktop and mobile
ChatGPTOpenAIThe ChatGPT app, with a Free plan for everyday tasks, on the web, iOS and Android
GeminiGoogleGoogle's AI assistant, on the web and on mobile
Microsoft CopilotMicrosoftAn AI assistant for chatting, creating content and completing tasks
  • Claude, from Anthropic, runs on the web, desktop and mobile, and its pricing page lists a Free plan.
  • ChatGPT is made by OpenAI, and its pricing page lists a Free plan, for everyday tasks.
  • Gemini is Google's AI assistant, on the web and on mobile, and its plans page lists a tier that is free of charge.
  • Microsoft Copilot is Microsoft's AI assistant, on the web, desktop and mobile. A free tier is available with a Microsoft account.

How do I switch?

  1. Create a free account from the Raven page.
  2. Paste the long document you know best, and ask about a detail near the end.
  3. Ask for the result as a file, in the format you need.
  4. Add the facts Raven should keep about your work to your memories in Settings.

Plans are on the pricing page, and the file formats are in the Files and documents guide. For documents at volume, the API quickstart walks you through your first request.

Product names are trademarks of their owners and are used here only to identify the products.

Questions and answers

How long a document can Raven read?

Both Raven models read up to 1M tokens of context: the document, your messages and Raven's replies together. A token is a short piece of a word, and at this size long material fits in one conversation.

Can Raven give me a file instead of a long answer?

Yes. Say the format you want and Raven makes a real Word document, slide deck, PDF or spreadsheet in the chat, ready to open.

Can I work on long documents with Raven for free?

Yes. Raven Free costs $0 and includes both Raven models, with limits that replenish automatically. When you want more room, Raven Pro is $20 a month.

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