AI-Generated Performance Reviews: A Practical Guide for HR

This guide breaks down how AI is changing performance reviews, not by replacing manager judgment, but by giving it something solid to stand on: real evidence from the entire review cycle.

Inside, you'll get a practical, no-hype look at where AI genuinely helps (and where it doesn't):

• The most common types of bias that creep into reviews (recency, affinity, halo/horns, and more) and how evidence-based AI drafts help counter them
• A clear framework for what AI can reliably own versus what should always stay with the manager (hint: final ratings, tone, and high-stakes conversations stay human)
• Red flags that signal an AI-generated review isn't ready to share
• A four-phase roadmap for piloting, enabling, and scaling an AI-assisted review program
• Talking points for winning over a skeptical leadership team, backed by data from Lattice's State of People Strategy Report

Whether you're just starting to explore AI in your review process or looking to sharpen a program that's already underway, this guide gives you the questions to ask, the guardrails to set, and the language to use with employees and skeptical executives alike.