HR & Recruiting

Turning raw feedback into specific strengths and growth areas

Prompt AI to identify top achievements and impacts (using metrics when available) and to propose 2–3 development opportunities framed as growth areas with concrete suggested actions, improving specificity and reducing vague, generic language.

Why the human is still essential here

Humans decide what feedback is fair, what examples are appropriate, and how to phrase sensitive guidance based on relationship context and the employee’s goals.

How people use this

360 feedback theme clustering into strengths

AI groups dozens of peer comments into 3–5 recurring strengths with representative examples and suggested evidence to cite in the review.

ChatGPT / Claude

Growth-area action plans from feedback snippets

Managers use an AI coach to convert vague input (e.g., “needs to communicate more”) into specific growth areas with practical, role-relevant next steps.

Culture Amp AI Coach

Constructive tone and specificity rewrite

AI rewrites draft feedback into clearer, more respectful language while preserving the manager’s intent and removing overly generic phrasing.

Grammarly Business

Community stories (1)

Medium
6 min read

How I Use AI to Write Performance Reviews in 15 Minutes

The exact prompts, process, and principles I follow — plus why the human part still matters most

Let me be honest: I used to dread performance review season.


Not because I didn’t value feedback — I did. But because writing 30+ thoughtful, specific, actionable reviews while also doing my actual job felt like running two marathons simultaneously. In my years leading HR at various tech companies, I watched managers procrastinate, copy-paste generic phrases, or worse — rush through reviews so fast they became meaningless.


Then I started experimenting with AI. And it changed everything.


Not in a “robots replaced me” way. In a “I got 80% of the grunt work off my plate so I could focus on the 20% that actually matters” way.

LW
Lana WrayHR leader
Feb 23, 2026