• SENTIMENT
  • TRENDS
  • RECOGNITION
  • HUMAN

How to summarize employee feedback with your AI

Connect Lattice to your AI client to turn raw feedback entries into actionable performance snapshots.

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Short answer

How can I summarize employee feedback with my AI?

Your AI uses Lattice tools to pull recent feedback and recognition data, then analyzes the text to find patterns in performance or sentiment. You'll get a clear view of how your team is doing without manual data exports. Here is how the process works.

The outcomes

What you get from the analysis

The AI processes raw Lattice data into these specific outputs.

SENTIMENT

Mood snapshots

The AI reads through recent feedback to tell you if team sentiment is trending up or down. It identifies the emotional tone behind the words.

TRENDS

Performance patterns

By looking at multiple entries, your agent spots recurring themes in employee performance. It highlights what people are doing well or where they struggle.

RECOGNITION

Shoutout summaries

The AI aggregates recent recognition events to show you who is being celebrated and why. This helps you see high-impact contributors instantly.

HUMAN

Review required

You must manually review the summaries before using them in official performance reviews. The AI provides the data, but you provide the final judgment.

The workflow

What your AI does when feedback arrives.

The AI handles the heavy lifting of data retrieval and pattern recognition.

  1. Fetch recent data

    The AI identifies and pulls the most recent feedback entries and recognition events from your Lattice account.

    list_feedback

  2. Retrieve specific details

    Once it finds relevant entries, the AI pulls the full text and context for each piece of feedback.

    get_feedback

  3. Analyze sentiment

    Your agent scans the text to categorize the tone and emotional weight of the feedback.

    list_feedback

  4. Synthesize themes

    The AI groups individual comments into broader categories like technical skill, leadership, or collaboration.

    get_feedback

Try it

Copy these to start.

Use these prompts once you have connected Lattice.

Starting points

These are opening lines. Swap out the names for your specific team members or timeframes.

Lattice Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_pzbu6Qay50ZSWtPMk8hojiH3XTlhliAMiLdbUj8T/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 — Lattice capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "lattice-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_pzbu6Qay50ZSWtPMk8hojiH3XTlhliAMiLdbUj8T/mcp"
    }
  }
}
Copy into chat04

  • Summarize the recent feedback for Sarah Jenkins to see her main strengths.

  • What are the common themes in the feedback from the Engineering team this month?

  • List all the recognition events from last week and tell me who received them.

  • Analyze the sentiment of the feedback for the Product team over the last quarter.

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

Start here

Connect Lattice once, then ask.

Just click the link to connect your account. Your credentials stay encrypted, and you can immediately start asking questions in your preferred AI client.

Connect Lattice to your AI

FAQ

How this task behaves

  • 01

    Can the AI change or delete feedback in Lattice?

    No. The AI can only read feedback using the available tools. It cannot modify or delete any data in your Lattice account.

  • 02

    Does the AI automatically post summaries to Slack?

    No. The AI generates the summary within your chat interface. You decide if and where to share that information.

  • 03

    Can I ask for feedback from a specific date range?

    Yes. You can specify a timeframe in your prompt, and the AI will use the tools to find the relevant entries.

  • 04

    Can the AI write performance reviews for me?

    The AI can draft a summary of feedback that you can use as a basis for a review, but it does not write official documents for you.

  • 05

    How does the AI know which feedback to look at?

    It uses the list and get tools to scan your recent entries and pull the specific text needed to answer your question.

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