HR & Education

Performance Review Assistant

AI drafts performance reviews from manager notes and metrics

Performance Reviews Take 3+ Hours Per Employee

Managers spend 3-5 hours per direct report writing annual reviews: recalling accomplishments, providing examples, setting goals. Generic feedback does not help development. Inconsistent ratings across managers. Late reviews delay raises and promotions.

3-5 hrs
Time per performance review
40%
Reviews completed on time
30%
Employees who find reviews helpful

Meaningful Performance Reviews in 30 Minutes

AI review writer that takes manager notes, project accomplishments, and performance data, generates structured review with strengths, areas for growth, and specific examples, suggests ratings aligned to rubric, creates development goals, and exports to HRIS--reducing 4 hours to 30 minutes.

Manager inputs: key accomplishments, feedback notes, project outcomes

AI pulls data: completed tasks, metrics, peer feedback, 1-on-1 notes

Generates review: strengths, improvements, specific examples, ratings

Suggests SMART goals for next period aligned to career path

Creates development plan: courses, stretch projects, mentoring

Exports to: Word, PDF, HRIS (Workday, BambooHR, Namely)

From Manager Notes to Complete Review

1

Input Accomplishments

Manager enters bullet points of what employee achieved this year, challenges faced, feedback.

2

AI Data Pull

System pulls project completions, metrics hit, peer feedback, 1-on-1 notes from HRIS and PM tools.

3

Review Generation

Claude writes structured review with specific examples, balanced feedback, suggested ratings per competency.

4

Manager Review

Manager edits for tone, adds personal touches, finalizes. Submit to HR for employee viewing.

Key Features

Competency Framework

Aligns review to company competencies (leadership, communication, execution). Rates each 1-5.

Specific Examples

AI does not say "good communicator." Says "Led all-hands presentation to 200 employees on Q3 strategy."

Calibration Support

Flags rating inconsistencies across managers. "You rated 80% as exceeds expectations--unusual distribution."

Career Pathing

Suggests development goals aligned to next role. "To reach Senior Engineer, build system design skills."

Performance Review Stack

Claude 3.5 Sonnet
HRIS APIs (Workday, BambooHR)
Project management APIs (Asana, Jira)
Goal framework database
Word/PDF export

Who Benefits?

Managers

Write meaningful reviews in 30 minutes instead of 4 hours. Give actionable feedback employees value.

HR Departments

Ensure consistent, high-quality reviews across company. Reduce late review submissions.

Startups

Implement formal performance management without HR overhead. Scale feedback culture as you grow.

Ready to Get Started?

Get in touch to see Performance Review Assistant in action.