Back to Agents
Performance Management

Performance Review Draft Agent

hitl

Generate comprehensive review drafts from feedback data, goals, and accomplishments. Reduce manager writing time by 80% while improving quality.

HR Business PartnerPeople Manager
80%
Reduction in manager writing time per review
3x
More specific behavioral evidence cited
40%
Improvement in review quality scores
Use Case 1

Annual Review Cycle Drafting

Trigger: Review cycle opens

1.Pull employee goals, completion status, and self-assessment
2.Aggregate peer and upward feedback
3.Analyze 1:1 notes and project data
4.Generate structured draft review
5.Highlight areas needing manager judgment
6.Manager reviews, edits, and approves
✓

Managers complete reviews in 30 min per person vs. 2-3 hours.

Use Case 2

Review Quality Calibration

Trigger: HRBP reviews draft quality across teams

1.Analyze submitted reviews for specificity, bias patterns, and rating distribution
2.Flag vague language or unsupported ratings
3.Identify recency bias or halo/horn effects
4.Generate quality report for calibration session
✓

Higher-quality, more equitable reviews across the organization.

Integrations

Performance Platform (Lattice, Culture Amp, 15Five)
HRIS (Workday, BambooHR)
Goal Tracking System
Feedback/Survey Platform

Industries

healthcaretechnologyfinancial-servicesretailmanufacturingprofessional-servicespublic-sectorhospitalityother

See It In Action

A sample conversation with this agent

I need to write annual reviews for my 8 direct reports. Can you help?
I'll generate draft reviews for each team member using their goal completion data, peer feedback, project contributions, and any notes from your 1:1s. For each person, I'll produce a structured draft covering: summary assessment, strengths with specific examples, growth areas with behavioral evidence, goal achievement scorecard, and development recommendations. You'll review and edit each draft before it's submitted. Let me start - which team member first?
Draft a review for Alex Chen - he's been strong on execution but needs to improve cross-team collaboration.

Here's a draft review for Alex Chen:

Summary: Alex consistently delivers high-quality work and exceeded his Q3 and Q4 project milestones. His technical execution is a team strength. The primary growth opportunity is expanding cross-functional collaboration to increase his impact beyond the immediate team.

Strengths: Completed the data pipeline migration 2 weeks ahead of schedule (Q3 goal). Mentored two junior engineers who both received positive reviews. Code review throughput increased 30% YoY.

Growth Areas: Three cross-team projects this year required escalation due to communication gaps. Peer feedback (3 of 5 respondents) specifically mentioned wanting earlier and more frequent updates on shared dependencies.

Development Recommendation: Partner with Product team lead on Q1 initiative as co-owner to build cross-functional muscles.

Want me to adjust the tone, add more detail on any section, or proceed to the next team member?