• TRENDS
  • RELEVANCE
  • OPTIMIZATION
  • STRATEGY

How to analyze search user intent with your AI

Connect Swiftype to your AI client to turn raw search logs into actionable insights. Your agent handles the data crunching so you can focus on fixing content gaps.

Ask AI about this page

Short answer

How can I use AI to understand my search users?

Your AI pulls real-time search volume and click data to identify trending queries and high-value documents. You get a clear view of what users are looking for and where your content succeeds or fails.

The outcomes.

Where your insights land.

The AI processes Swiftype logs to produce these specific outcomes.

TRENDS

Identify search gaps

The AI finds high-volume queries that return no results. You'll know exactly what new content to write.

RELEVANCE

Spot content winners

By looking at click data, your agent identifies which documents users actually select. This shows you what's working.

OPTIMIZATION

Fix broken searches

The AI flags queries with low click rates. You can then adjust your metadata or document structure to match intent.

STRATEGY

Human-led planning

The AI provides the raw trends and click patterns. You decide how to shift your content strategy based on these findings.

The workflow

What your AI does when the data arrives.

The AI acts as a data analyst for your search logs.

  1. Gather search trends

    Your agent pulls the most frequent queries from your search engine to see what's trending.

    st.analytics_top_searches

  2. Analyze user interest

    The AI examines which specific documents are being clicked most often for certain terms.

    st.analytics_top_clicks

  3. Identify intent gaps

    The agent compares search volume against click data to find where users are searching but not finding answers.

    st.analytics_top_searchesst.analytics_top_clicks

  4. Summarize findings

    Your AI organizes these patterns into a readable report of user needs and content performance.

    st.analytics_top_searches

Try it

Copy these to start.

Use these prompts once you've connected Swiftype.

Starting points

These are opening lines. Swap out the specific terms like 'documentation' or 'help center' to match your site.

Swiftype / Elastic App Search Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_G3YqlNBTOlJoB2C6UQsglvpbCGCydRyab9CjoxGh/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 — Swiftype / Elastic App Search capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "swiftype-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_G3YqlNBTOlJoB2C6UQsglvpbCGCydRyab9CjoxGh/mcp"
    }
  }
}
Copy into chat04

  • What are the top 10 most frequent searches in my documentation right now?

  • Which documents are getting the most clicks for searches related to 'billing'?

  • Show me search terms that have high volume but very few clicks.

  • Based on recent search trends, what new topics should I add to my help center?

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Swiftype once, then ask.

Just follow the link to authorize the connection. Your credentials stay encrypted, and you can immediately start asking questions in your preferred AI client.

Connect Swiftype to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my Swiftype settings?

    No. The AI can only read search and click data. It cannot modify your search configuration or settings.

  • 02

    Does the AI delete any search logs?

    No. The AI has read-only access to your analytics. It cannot delete or alter your historical data.

  • 03

    How real-time is the data?

    The AI pulls the most recent data available through the Swiftype analytics tools.

  • 04

    Can the AI create new documents for me?

    No. The AI identifies what documents you need, but you must write and publish the content yourself.

  • 05

    Can I use this with Claude or Cursor?

    Yes. Any MCP-compatible client will work once you've connected the Swiftype MCP via Vinkius.

  • More questions about Swiftype? See everything the Swiftype Connector can do

Connect Swiftype / Elastic App Search to Claude, Cursor, ChatGPT & more