7.1 Module 7 · AI-Assisted Performance Management

Review Automation

Generate structured performance review drafts from key inputs, aggregate continuous feedback from multiple sources, and select the right review template for every situation.

Review Draft Generator Feedback Aggregator

Review Template Selector

Choose a review format to structure the draft generator output. Each template emphasises different aspects of performance.

Review Draft Generator

Enter the employee details and key performance data. The generator produces a structured draft you can refine with your own voice and context.

Feedback Aggregator

Continuous feedback from multiple sources, grouped by theme. Toggle between timeline and theme views to spot patterns across peer reviews, project completions, 1-on-1 notes, and client feedback.

Feedback Summary

An AI-generated summary of the aggregated feedback, highlighting the strongest themes and areas that need attention. Click Generate to create a summary from the currently filtered feedback.

Key Insight: First Drafts, Not Final Words

AI-generated performance reviews are powerful starting points, but they should never be the finished product. The generator can structure your thinking, ensure you cover all sections, and help you articulate observations more clearly. What it cannot do is capture the nuance of your working relationship, the context behind a missed deadline, or the unspoken potential you see in someone.

The manager's voice matters. Employees can tell when feedback feels generic versus personal. Use the draft to save time on structure and phrasing, then invest that saved time in adding the specific stories, observations, and encouragement that only you can provide. The best reviews are conversations, not documents.