• SUMMARY
  • SEGMENTS
  • STRUCTURE
  • HUMAN

How to summarize and segment documents with your AI

Connect AI21 Labs to your agent to process long-form text. Your AI handles the heavy lifting of condensing and organizing information.

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Short answer

How can I summarize and segment documents with my AI?

Your AI uses specific NLP tools to shrink long text into concise versions and split large files into logical, topic-based sections. You get organized, digestible content without manual reading. This breakdown shows how the tools work together.

Where every output lands.

The results of your processing

Once the AI finishes, your data is organized into these specific formats.

SUMMARY

Condensed text

The AI uses summarization to pull out the core points. You get a shorter version of the original document.

SEGMENTS

Topic-based groups

Large files get split into distinct sections based on their subject matter. This makes navigating long docs easier.

STRUCTURE

Organized outlines

The AI creates a logical flow by grouping related ideas. You receive a structured view of the raw data.

HUMAN

Review and edit

The AI provides the raw segments and summaries. You decide which parts are accurate and how to use them.

The workflow

What your AI does when the document arrives.

The AI follows a specific sequence to turn raw text into structured information.

  1. Condense text

    The AI reads the full document and extracts the most important information. This reduces the length while keeping the meaning.

    ai21_summarize_text

  2. Split by topic

    The AI identifies where one subject ends and another begins. It breaks the text into logical chunks.

    ai21_segment_text

  3. Organize content

    The AI uses the segmented data to create a coherent structure. It ensures each part is distinct and useful.

    ai21_segment_text

  4. Finalize summary

    The AI refines the condensed version to ensure it covers all the segmented topics. This provides a complete overview.

    ai21_summarize_text

Try it

Copy these to start.

Use these prompts to trigger the tools immediately.

Starting points

These are starting points. Swap out the bracketed text for your actual file names or content.

AI21 Labs Connector

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Connector linkhttps://edge.vinkius.com/vk_preview_lkBbjSo069CPs20POSUQREKZMhhJh19CegbljhDV/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — AI21 Labs capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "ai21-labs-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_lkBbjSo069CPs20POSUQREKZMhhJh19CegbljhDV/mcp"
    }
  }
}
Copy into chat04

  • Summarize this PDF from my local folder.

  • Segment this transcript from my meeting notes into different topics.

  • Take this long email thread and give me a short summary.

  • Split this research paper into logical segments based on the main arguments.

  • Claude
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Start here

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FAQ

How this task behaves

  • 01

    Can the AI edit my original document?

    No. The AI only reads the text to create new summaries or segments. Your original file remains unchanged.

  • 02

    Does the AI decide which topics are important?

    Yes. The segmentation tool identifies topic shifts based on the text content itself.

  • 03

    Can the AI delete parts of my text?

    No. The tools only generate new, condensed, or split versions of the text. They do not modify or delete your source files.

  • 04

    Will the AI summarize a whole website?

    No. The tools work on the text you provide to the AI client. You must provide the text or the document content.

  • 05

    Can I choose how many segments I get?

    The AI determines the number of segments based on the natural topic shifts it finds in the text.

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