AI at Work7 min read

How to Use AI to Write Performance Reviews Without Sounding Like a Robot

Performance reviews take managers hours, and AI can cut that time significantly. The trick is using it to organize your own observations, not to invent them.

The Short Answer

To use AI for performance reviews without sounding robotic, start with your own notes: specific examples, results and observations from the review period. Remove names and confidential details unless your organization has approved the tool. Ask the AI to organize your notes into strengths, growth areas and goals, then rewrite the draft in your own voice, check every claim for accuracy and add personal comments only you could write.

Many managers dread review season. Writing thoughtful reviews for a whole team can take days, and by the last one the comments start to sound the same. AI tools can help a great deal, but a review written entirely by AI tends to sound generic, and employees can tell.

The best approach uses AI for the part it does well, organizing and drafting, and keeps the part that matters most, your observations and judgment, firmly in your hands.

Start with your own notes

AI cannot know what someone did this year. You do. Before you open any tool, gather your notes: specific examples of great work, results, feedback from others and areas where the person grew or struggled. The more specific your notes, the better the draft. Keeping a short running file for each person during the year makes this much easier.

Protect privacy

Performance information is confidential. Use only tools your organization has approved for this kind of data, or remove names and identifying details before using a general tool. When in doubt, ask HR. See How to Write an AI Policy for a Small Business.

Workflow

A simple AI-assisted review process

  1. Gather specific notes. Examples, results and feedback.
  2. Remove private details unless the tool is approved.
  3. Ask AI to organize. Strengths, growth areas and goals.
  4. Rewrite in your voice. Change anything that sounds generic.
  5. Check every claim. Nothing goes in that did not happen.
  6. Add what only you can say. Personal encouragement and belief.

Use AI to organize and draft

Give the tool your notes and ask it to organize them into a clear structure: key strengths with examples, areas for growth with specific suggestions and two or three goals for the next period. You can also ask it to make feedback more balanced, to soften harsh phrasing or to make vague comments more specific. See Tell AI Five Things: The Five-Part Prompt.

Rewrite it in your own voice

Read the draft as the employee will. Change anything that sounds like a template, such as consistently demonstrates strong communication skills, into something real: the way you walked the new client through onboarding kept them calm during a hard week. Specific beats general, every time.

Check it and add what only you can say

Make sure every statement is accurate and fair. AI can add plausible-sounding details that did not happen. Then add the part no tool can write: personal encouragement, belief in where the person is going and the conversation you want to have about their future. Development sends the message, we see more in you.

This is part of my session, Take Back Your Time with AI. See also How to Give Feedback to Employees and How to Check AI’s Work.

Your Takeaway

Use AI to organize and draft performance reviews, not to invent them. Start with your own specific notes, protect private information, ask AI to structure strengths, growth areas and goals, rewrite it in your voice, check every claim and add the personal belief only you can offer.

Questions

Frequently asked questions

Can I use AI to write performance reviews?
Yes, as a drafting and organizing tool. Start with your own specific notes, protect confidential information, then rewrite and check the draft yourself.
How do I make AI-written reviews sound less generic?
Give it specific examples, then replace any template-sounding phrases with real observations in your own words.
Is it okay to put employee information into ChatGPT?
Only into tools your organization has approved for that data. Otherwise remove names and identifying details first.
What should never be left to AI in a performance review?
Your judgment, the accuracy of every claim and personal encouragement about the employee’s growth and future.
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Chris Sund, keynote speaker and author of You Are Capable of More

Chris Sund
President and COO of Uniti Med, GQR Healthcare and Nebula. Bestselling author of You Are Capable of More, winner of the How-To category at the 2026 Paris Book Festival, and a contributor to Inc. and Forbes.

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