Performance management is one of the most time-consuming and emotionally complex parts of management. AI can dramatically reduce the administrative burden while helping you deliver clearer, more actionable feedback.

1. Writing Performance Reviews

Comprehensive Review Draft

Prompt: Help me write a performance review for an employee.

Employee: [Name], [Title], [Team]
Review period: [e.g., H2 2025]
My observations:

Achievements:
- [Achievement 1 with context]
- [Achievement 2 with context]
- [Achievement 3 with context]

Areas for improvement:
- [Area 1 — describe the gap]
- [Area 2 — describe the gap]

Communication/collaboration:
[Your assessment]

Technical skills:
[Your assessment]

Overall performance rating: [Meets expectations / Exceeds / Below]

Write a professional performance review that:
- Is specific and evidence-based (not generic)
- Balances positive recognition with honest development feedback
- Connects performance to team/company impact
- Sets up clear expectations for next period
- Length: 400-600 words

Calibrating Tone for Difficult Feedback

Prompt: I need to deliver performance feedback about a sensitive issue.

Situation: [Employee] has been [describe specific behavior — e.g., 
"consistently interrupting colleagues in meetings, which has created 
friction with 3 other team members who've mentioned it to me directly"]

Feedback I want to convey:
1. This behavior is a real problem affecting relationships and their career
2. I've observed it myself in [specific meetings]
3. The impact (people are avoiding them in discussions)
4. What needs to change specifically
5. Consequences if it continues (this is affecting their promotion consideration)

Write this feedback in a way that is:
- Direct and unambiguous (no softening that obscures the message)
- Not harsh or personal
- Actionable (what specific change looks like)
- Supportive (I want them to succeed)

Translating Vague Notes Into Specific Feedback

Prompt: I have rough notes about an employee's performance. Help me 
turn these into specific, actionable review comments.

My rough notes:
"Good at the technical stuff. Sometimes rushes. Clients like them. 
Needs to communicate better up. Can handle more complexity. 
Missed the Q3 deadline on the Henderson project. Really stepped up 
during the server crisis in October."

For each area (technical performance, quality/attention to detail, 
client relationships, communication, initiative/growth), 
write 2-3 sentences of specific, evidenced review commentary based on 
these notes. Flag any areas where I need more specific examples.

2. Setting Goals and OKRs

OKR Development

Prompt: Help me write OKRs for [employee name], [title], for Q1 2026.

Company/team context:
- Team goal: [What the team is trying to achieve this quarter]
- Company priorities: [2-3 top company priorities]
- Employee's core responsibilities: [describe their role]
- Development areas to work on: [1-2 growth areas]

Previous quarter summary: [brief summary of last quarter's performance]

Write:
- 2-3 Objectives (ambitious, qualitative, inspiring)
- 3-4 Key Results per Objective (measurable, binary or with clear scales)
- 1-2 Development OKRs tied to their growth areas

OKR quality check: Key Results should be outcomes, not activities.
"Write 5 blog posts" is an activity. "Organic traffic increases 20%" is an outcome.

SMART Goal Conversion

Prompt: Convert these vague goals into SMART goals.

Vague goals:
1. "Get better at presenting to executives"
2. "Improve the team's deployment process"
3. "Learn more about machine learning"
4. "Build better relationships with the sales team"

For each, write a SMART version:
- Specific: What exactly will be accomplished
- Measurable: How success is measured
- Achievable: Realistic for someone in this role
- Relevant: Connected to team/business objectives
- Time-bound: Clear deadline

Also note: what support or resources does the employee need to hit each goal?

3. Performance Improvement Plans (PIPs)

PIP Document

Prompt: Draft a Performance Improvement Plan (PIP) for an employee.

Employee: [Name], [Title], [Manager], [Department]
Start date: [Date]
Review period: 90 days

Performance issues (specific and documented):
Issue 1: [Describe with examples, dates, previous conversations]
Issue 2: [Describe with examples, dates, previous conversations]

Required improvements:
[Describe exactly what success looks like for each issue]

Support we will provide:
[What the manager/company will do — weekly check-ins, training, etc.]

Draft a professional PIP that:
- Clearly states the performance problems with specific examples
- Defines success criteria in measurable terms
- Outlines the timeline and check-in schedule
- Specifies support the company will provide
- States consequences clearly (improvement expected by [date] or further action)
- Uses professional, non-punitive language

PIP Progress Check-In Notes

Prompt: Help me prepare for a 30-day PIP check-in meeting.

PIP goals: [list the original goals]
What's improved: [describe specific positive changes observed]
What hasn't improved: [describe remaining gaps]
Specific examples from last 30 days:
- Positive: [example]
- Still concerning: [example]

Prepare:
1. Opening for the meeting (acknowledge progress before concerns)
2. Feedback on each goal area (specific, evidenced)
3. Questions to ask the employee
4. Clear statement about current status (on track, at risk, off track)
5. Adjusted plan for next 30 days if needed

4. Continuous Feedback

Weekly 1:1 Feedback Templates

Prompt: Create a weekly 1:1 template for my team that incorporates 
regular performance feedback.

Team context: [What your team does]
Current priorities: [Team focus areas]
Management philosophy: [e.g., "I want to coach, not just check status"]

Create a 1:1 agenda template that:
- Starts with the employee's agenda (not mine)
- Includes a check on wellbeing/energy
- Reviews priorities and progress
- Provides a consistent feedback moment
- Captures action items with ownership
- Time: 30 minutes

Also write: 5 questions I can rotate through to get better feedback 
about how I can support each team member.

Feedback in the Moment

Prompt: Help me give real-time feedback about [specific situation].

What happened: [describe the situation specifically]
My concern: [what the impact was]
What I want them to do differently: [the behavioral change]
Context: [relationship history, their current state, any sensitivities]
Format: This will be a 5-minute verbal conversation, not a written email.

Write a script for this conversation using the SBI framework 
(Situation-Behavior-Impact), including:
- Opening (how to start the conversation)
- SBI statement
- Question to check their understanding/perspective
- Forward-looking close (what I'd like to see)

5. Calibration Sessions

Pre-Calibration Preparation

Prompt: Help me prepare for a performance calibration session.

My team members to calibrate (don't include real names):
Employee A: [Title], [Proposed rating], [Brief summary of performance]
Employee B: [Title], [Proposed rating], [Brief summary of performance]
Employee C: [Title], [Proposed rating], [Brief summary of performance]

Expected discussion points from other managers:
[Any ratings you expect to be challenged]

Prepare:
1. For each employee: 3 specific evidence points to support my rating
2. Talking points for employees I expect will be challenged
3. Questions I should ask about other teams' employees to calibrate fairly
4. How to handle it if my ratings are pushed down (maintaining integrity)

Calibration Facilitation

Prompt: I'm facilitating a calibration session for 8 managers reviewing 
35 employees across 4 departments.

Calibration criteria: [how performance is assessed at your company]
Common calibration biases we've seen: recency bias, halo effect, 
demographic bias, leniency/strictness

Create:
1. Calibration session agenda (2 hours)
2. Ground rules for the discussion
3. Process for reaching consensus on disputed ratings
4. How to handle outliers (someone rated much higher/lower than peers)
5. Documentation template for session outcomes

6. Promotion and Compensation Decisions

Promotion Recommendation

Prompt: Help me write a promotion recommendation for an employee.

Current role: [Title]
Proposed role: [Title]
Promotion criteria at our company: [list what's expected for the role]

Evidence of readiness:
- Operating at the next level: [specific examples]
- Key achievements: [list]
- Leadership/scope expansion: [examples]
- Peer/stakeholder feedback: [summary]
- Manager assessment: [your summary]

Write a 300-400 word promotion recommendation that:
- Makes a clear, early case (don't bury the recommendation)
- Links evidence to promotion criteria explicitly
- Addresses any potential concerns proactively
- Demonstrates business impact, not just activity

Performance management done well is rare — most managers either avoid hard conversations or deliver feedback so softened it has no impact. AI helps you be more direct, more specific, and more consistent.