A technical lead at a 30-person AI agency in Los Angeles had been underperforming for six months. Her code quality had declined, she was missing deadlines, and two junior engineers on her team had complained about lack of guidance. But nobody told her. Her manager assumed the issues were temporary. The annual review was not for another four months. By the time the conversation happened, the performance gap had widened, two team members had left citing poor leadership, and a client had escalated concerns about delivery quality. The company had to put her on a performance improvement plan — a conversation that would have been far simpler and more productive six months earlier.
Performance management is the ongoing process of setting expectations, providing feedback, evaluating results, and supporting growth. Done well, it is the mechanism that aligns individual performance with agency goals, develops people into their full potential, and addresses problems before they metastasize. Done poorly — or not at all — it creates a culture where top performers feel unrecognized, underperformers are not held accountable, and the agency's output becomes a lottery of individual capability.
The Performance Management System
Component 1: Goal Setting
Every team member should have clear, measurable goals that connect their individual work to the agency's objectives.
Goal-setting framework (OKRs adapted for agencies):
Objectives are qualitative descriptions of what the person should achieve. They should be ambitious, meaningful, and aligned with agency priorities.
Key Results are quantitative measures of progress toward the objective. They should be specific, measurable, and time-bound.
Example for a senior ML engineer:
Objective: Deliver exceptional AI solutions that drive measurable client outcomes.
Key Results:
- Deliver all assigned project milestones within 10% of estimated hours
- Achieve client satisfaction scores of 8+/10 on all projects
- Complete model development for Project X with accuracy above 90% threshold
- Mentor 2 junior engineers, with measurable skill improvement demonstrated by independent project completion
Example for a project manager:
Objective: Manage AI delivery projects that consistently meet client expectations and financial targets.
Key Results:
- Maintain on-time delivery rate of 85%+ across all managed projects
- Keep project margin within 5% of estimates for all managed projects
- Reduce scope change frequency by 20% through improved scoping process
- Achieve average client satisfaction score of 8.5+/10
Goal-setting cadence:
- Set goals at the beginning of each half-year (aligned with the agency's planning cycle)
- Review and adjust quarterly
- Track progress in weekly 1:1s and monthly reviews
Component 2: Continuous Feedback
Feedback should be immediate, specific, and ongoing — not stored up for an annual review.
The weekly 1:1:
The weekly 1:1 between manager and direct report is the cornerstone of continuous feedback. Every manager should hold a 30-minute 1:1 with every direct report, every week, without exception.
1:1 structure:
- Check-in (5 minutes): How are you doing personally and professionally?
- Progress update (10 minutes): What did you accomplish? What is planned? What are you blocked on?
- Feedback and coaching (10 minutes): Specific feedback on recent work, coaching on challenges, and guidance on priorities
- Development (5 minutes): Career growth, learning interests, upcoming opportunities
1:1 principles:
- The meeting belongs to the direct report, not the manager. Let them set the agenda priorities.
- Be specific. "Great job" is not feedback. "Your presentation to the client on Tuesday was clear, well-structured, and addressed their concerns directly" is feedback.
- Address issues early. A performance concern that is not discussed within a week of being observed is a management failure.
- Document key points and action items. This creates accountability and a record for performance reviews.
Peer feedback:
Create mechanisms for peer feedback beyond the manager-direct report relationship:
- Project retrospectives: Include individual feedback on what each person contributed well and what could improve
- 360-degree feedback: Collect feedback from peers, direct reports, and clients as part of the formal review process
- Real-time recognition: Slack channels or tools where people can recognize each other's contributions publicly
Client feedback:
For client-facing roles, client feedback should be part of the performance picture:
- Project satisfaction surveys that name specific team members
- Client feedback captured during QBRs and relationship check-ins
- Direct client testimonials for exceptional work
Component 3: Formal Performance Reviews
Conduct formal performance reviews semi-annually. The review synthesizes continuous feedback into a comprehensive evaluation and forward plan.
Pre-review preparation:
Manager preparation (1-2 hours per review):
- Review 1:1 notes from the past six months
- Evaluate progress against goals/OKRs
- Gather 360-degree feedback from peers, direct reports, and clients
- Assess demonstration of company values and competencies
- Prepare specific examples for strengths and development areas
- Draft a preliminary performance rating
Employee self-assessment:
- Self-evaluation against goals
- Key accomplishments
- Challenges and learnings
- Development priorities
- Career aspirations
The review conversation (60-90 minutes):
Opening (5 minutes): Set the tone — this is a development conversation, not a judgment session. Express appreciation for the person's contributions.
Self-assessment discussion (15 minutes): Let the employee share their self-assessment first. Listen actively. Their perception of their own performance reveals important information.
Manager assessment (20 minutes): Share your assessment with specific examples. Strengths first, then development areas. Be honest and direct, but respectful.
Goal review (10 minutes): Review progress against goals. Discuss what worked, what did not, and what was learned.
Development planning (15 minutes): Discuss career goals, development priorities, and specific actions for growth. Connect development to upcoming opportunities.
Compensation discussion (10 minutes): If compensation adjustments are part of the review cycle, discuss them here. Clearly explain the rationale.
Goal setting (10 minutes): Set or refine goals for the next period.
Closing (5 minutes): Summarize key points, confirm action items, and express confidence in the person's growth.
Component 4: Performance Rating System
Choose a rating system that is simple, clear, and drives the right behaviors.
Recommended: Five-level system:
- Exceptional (top 5-10%): Consistently exceeds all expectations. Delivers extraordinary results. Role model for the team.
- Exceeds expectations (20-30%): Frequently exceeds expectations. Strong performance with notable accomplishments.
- Meets expectations (40-50%): Consistently meets all expectations. Solid, reliable performance.
- Needs improvement (10-15%): Partially meets expectations. Specific areas require development.
- Unsatisfactory (less than 5%): Does not meet expectations. Requires immediate improvement plan.
Calibration:
Ratings should be calibrated across the agency to ensure consistency:
- Managers rate their direct reports independently
- Leadership team reviews all ratings together, discussing outliers and ensuring standards are consistent across teams
- Adjust ratings where calibration reveals inconsistencies
Component 5: Career Development
Top performers do not leave because of money alone. They leave because they do not see a future. Career development must be an active, ongoing conversation.
Career ladder:
Build clear career progressions for each major role family. For each level, define:
- Scope: What complexity and scale of work is expected
- Autonomy: How independently the person operates
- Impact: What level of impact on clients, projects, and the agency is expected
- Leadership: What mentoring, coaching, or management is expected
- Expertise: What depth and breadth of technical skill is expected
Promotion criteria:
Promotions should be based on demonstrated performance at the next level, not just tenure:
- The person is already operating at the next level consistently
- The agency has a need at the next level
- The person has demonstrated the competencies required
- Feedback from peers and stakeholders supports the promotion
Individual development plans:
Every team member should have an individual development plan (IDP) updated at least annually:
- Current strengths: What they do well
- Development areas: Where they need to grow
- Career goals: Where they want to be in 1-3 years
- Actions: Specific learning, experiences, and projects that will drive growth
- Support needed: What resources, mentoring, or opportunities the agency can provide
Component 6: Addressing Underperformance
Handling underperformance quickly and fairly is one of the most important management responsibilities. Avoiding difficult conversations is a disservice to the underperformer, the team, and the agency.
Step 1 — Early identification: Performance issues should be identified through regular observation, 1:1 conversations, peer feedback, and project outcomes. Do not wait for a formal review cycle.
Step 2 — Direct conversation: Have a private, honest conversation as soon as a pattern emerges:
- Describe the specific behavior or performance gap with concrete examples
- Explain the impact on the team, project, or client
- Listen to their perspective — there may be factors you are not aware of
- Agree on specific, measurable improvements expected
- Set a timeline for improvement (typically 30 days)
- Offer support and resources
Step 3 — Performance improvement plan (PIP): If informal conversation does not produce improvement within 30 days, formalize the process:
- Written document describing the performance gap with specific examples
- Clear, measurable goals that must be achieved
- Timeline (typically 30-60 days)
- Support and resources available
- Consequences if goals are not met (typically termination)
- Regular check-ins during the PIP period (weekly)
Step 4 — Decision: At the end of the PIP period, make a clear decision:
- Goals met: Exit the PIP, return to normal performance management, and monitor closely for 90 days
- Significant progress: Extend the PIP for an additional 30 days if progress is genuine but goals are not fully met
- Goals not met: Proceed to separation
PIP best practices:
- PIPs should not be punitive — they are a genuine attempt to help someone succeed
- Be specific and measurable — "improve communication" is not a PIP goal; "respond to all client emails within 4 hours and provide weekly written status updates" is
- Provide real support — if you put someone on a PIP but do not help them improve, the PIP is just documentation for firing
- Document everything — PIP conversations, check-ins, progress, and outcomes
- Consult with legal counsel before initiating a PIP to ensure compliance with employment law
Performance Management for Distributed Teams
Remote and hybrid AI agencies face unique performance management challenges.
Challenges:
- Less visibility into daily work and behavior
- Fewer informal feedback opportunities
- Harder to read engagement and satisfaction signals
- Time zone differences complicate synchronous communication
Solutions:
- Over-communicate: When you cannot observe, you must ask. Increase 1:1 frequency for remote team members.
- Output-focused evaluation: Focus on outcomes and deliverables rather than activity or hours. What did they produce, not when or where did they work?
- Async feedback: Use written feedback more extensively. Loom recordings for nuanced feedback. Document conversations that might happen informally in an office.
- Virtual presence rituals: Regular video calls, virtual team events, and shared digital spaces help maintain connection.
- Trust by default: Assume people are working in good faith. Micromanagement signals distrust and drives away good people.
Common Performance Management Mistakes
Mistake 1: The Surprise Review
The formal review should never contain surprises. If a manager raises a performance issue for the first time in a review, the manager has failed, not the employee.
Mistake 2: Recency Bias
Evaluating based primarily on the last few weeks rather than the entire review period. Combat this by keeping running notes in 1:1s and reviewing the full period before writing the review.
Mistake 3: Rating Inflation
Giving everyone "exceeds expectations" to avoid difficult conversations. This devalues the rating system and fails to give high performers the recognition they deserve. Calibration sessions help address this.
Mistake 4: Feedback Without Examples
Saying "you need to communicate better" without explaining what specifically needs to change and providing examples of the current gap. All feedback should include specific situations, behaviors, and impacts.
Mistake 5: Ignoring High Performers
Focusing management attention on underperformers while assuming high performers do not need support. High performers need feedback, development, and recognition just as much — maybe more, because losing them is catastrophic.
Your Next Step
This week:
- If you are not holding weekly 1:1s with every direct report, start this week. Block 30 minutes per person on your calendar.
- Identify any team members whose performance has declined in the past two months. Schedule an honest conversation this week.
- Review whether every team member has clear, documented goals. If not, schedule goal-setting conversations.
This month:
- Build or formalize your performance review process, including review templates, rating criteria, and a calibration process.
- Create career ladders for your primary roles (start with your most common role).
- Train managers on giving effective feedback and conducting performance reviews.
This quarter:
- Conduct formal performance reviews for all team members.
- Implement 360-degree feedback collection for the next review cycle.
- Create individual development plans for all team members.
- Review and update compensation bands based on market data and performance ratings.
Performance management is not a burden to manage — it is the lever that transforms a group of talented individuals into a high-performing team aligned around shared goals. The agencies that get this right do not just retain their best people. They develop their entire team to a level of capability that competitors cannot match.