• TRENDS
  • BIAS
  • HUMAN
  • GAP

How to audit performance reviews with your AI

Connect Lattice to your AI client to pull specific review data and run deep analysis on performance history.

Ask AI about this page

Short answer

How can I audit performance reviews with my AI?

Your AI pulls specific review records and lists from Lattice to find patterns in ratings or feedback. You'll get a clear view of how performance has shifted over time. Here is how you do it.

Audit outcomes.

Where the insights land.

The AI processes your Lattice data into these specific outcomes.

TRENDS

Identify rating shifts

The AI compares data from different cycles to show if performance is trending up or down. You'll see exactly where the momentum is changing.

BIAS

Spot rating inconsistencies

By looking at multiple reviews, your agent can flag if certain managers or teams are grading significantly differently than others.

HUMAN

Prepare for 1:1s

The AI summarizes past feedback so you can walk into meetings with a full history. You decide which specific points to discuss with the employee.

GAP

Find skill gaps

The AI aggregates feedback across a group to highlight common areas where people are struggling. This helps you plan training.

The workflow

What your AI does when the data arrives.

The AI uses direct access to your Lattice cycles to perform the heavy lifting of data gathering and analysis.

  1. Gather review history

    The AI pulls a full list of available reviews from your current or past cycles.

    list_reviews

  2. Inspect specific feedback

    Once it finds a relevant entry, the AI pulls the full details of that specific review.

    get_review

  3. Analyze for patterns

    The agent compares the text and scores across the reviews it just pulled to find outliers.

    list_reviewsget_review

  4. Summarize findings

    The AI turns the raw data into a readable report of trends or issues for you to review.

    get_review

Try it

Copy these to start.

Use these prompts to kick off your audit.

Starting points

These are starting points. Swap out the names of employees or specific review cycles to get better results.

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

  • List all reviews from the Q3 2023 cycle and tell me the average rating.

  • Get the review for Sarah Jenkins and summarize her key growth areas.

  • Compare the reviews from the last two cycles to see if performance for the Engineering team is improving.

  • Look through the recent reviews and tell me if any managers are consistently giving much higher ratings than the company average.

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

Start here

Connect Lattice once, then ask.

Just link your Lattice account. Your credentials stay encrypted, and you can immediately start asking questions about your review data.

Connect Lattice to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change a review score in Lattice?

    No. The AI can only read data from Lattice. It cannot edit, delete, or change any reviews or scores.

  • 02

    Does the AI see all my employee data?

    The AI only sees the specific review data it pulls through the tools you authorize it to use.

  • 03

    Can I use this to write reviews for my team?

    The AI can help you draft text based on existing feedback, but it cannot submit reviews to Lattice for you.

  • 04

    Can the AI pull data from my Slack or email too?

    No. This specific connection only gives the AI access to your Lattice review data.

  • 05

    How does the AI know which reviews to look at?

    You tell the AI which cycles or employees to look at in your prompt, and it uses the tools to find that specific information.

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

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