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Performance review training with AI roleplayEvery review gets a rehearsal. Before the one that counts.

Managers practice performance reviews with an AI employee who agrees, argues, goes quiet or disputes the rating. Every run is scored on your review process, so the real conversation is never the first attempt.

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Annual, mid-year and probation reviewsYour rating scale50+ languages
Rehearse a review withVoice or video
Finn · AI senior engineer
You

“Meets expectations? I shipped the migration two weeks early.”

ScorecardAnnual review
62/ 100
  • Opens with the purpose
  • Evidence before the rating
  • Hears their side
  • States the rating clearly
  • Agrees on goals and dates
AI coachAsk what he thinks you missed before you defend the rating.

Why rehearse a review

A review happens once a year. The practice shouldn’t.

Most managers walk into a review with a form and no rehearsal, and the first time they hear an employee dispute a rating is in the meeting itself. AI roleplay moves that moment to before the meeting, as many times as they need.

Manager and employee in a performance review
Friday’s review · rehearsed three times48 → 81
AI and expert assessorsr = 0.80

correlation between AI scores and expert scores on the same conversations

Per run5–20 min

a full review rehearsal fits between two meetings

Languages50+

managers rehearse in the language of the real review

The review, step by step

Six moments in every review. Each one rehearsed.

The AI employee reacts to every step, from the opening line to the written summary, and each step is scored on its own criteria.

RReview / OpeningAI employee · voice
Nia · AI account lead

So is this the conversation where I find out my rating?

You

It is. I’d like to walk through the year first, then the rating, then what’s next. Does that work?

Nia

Sure. I’d rather know where I stand, though.

You

Fair. The short version: a strong first half and a hard second half. Let’s look at both.

Scored on · Opening
  • States the purpose
  • Sets the agenda
  • Answers the direct question
  • Hands over the floor
AI coachGood: you answered her question instead of dodging it. Now let her talk first.

Hard versions

The reviews managers dread. Rehearsed until they don’t.

Each scenario has its own AI employee, a backstory and criteria from your review process. Managers repeat the one they are worried about.

Feedback after every run

What to stop saying. And what to say instead.

After each run the AI marks the lines that shut the employee down and the ones that opened them up. Managers see their first attempt next to their best one, with a score for every review skill.

RRun comparisonEvaluationTranscriptDisputed rating · Finn
0:40Opening
Run 1I’ll keep this short, I know you’re busy.Tells him the review doesn’t matter.
Run 3I blocked an hour, because this year deserves a proper conversation.Sets the weight of the meeting.
2:10Evidence
Run 1You’re just not much of a team player sometimes.A label, not evidence. He can only deny it.
Run 3In the October release, QA learned about the change from the logs.Specific and checkable. He engaged with it.
3:45Pushback
Run 1Look, the rating is final.Ended the discussion before he finished.
Run 3Walk me through what you think I missed.He named the real issue: invisible weekend work.
6:20Close
Run 1Any questions? No? Great.A closed question at the end gets silence.
Run 3What would make next year’s review an easy one for you?He left with two goals of his own.
Run 3 · review model, 5 skills81/ 100
  • Opens with the purpose86
  • Uses specific evidence82
  • Hears their side79
  • Holds the rating58
  • Agrees on goals and dates88
Runs before the real review
Run 148
Run 263
Run 381
AI coach · summaryYou listen well now. The gap is holding the rating when he pushes back. Next assigned: Disputed rating · senior.

Want your own review form and rating scale scored like this?

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For HR and L&D

Ready before review season. Not during it.

Start a review-readiness program four weeks before your cycle opens. Managers practice on their own time, and HR sees who is ready before the first real conversation.

  1. Week −4

    Load your process

    Your review form, rating scale and competency model become the scoring criteria.

  2. Week −3

    Assign the right reviews

    Each manager gets the conversations they will actually have: a disputed rating, a missed year, a top performer.

  3. Week −2

    Practice and repeat

    Five to twenty minutes per run, as often as needed. Managers can also practice against each other.

  4. Week −1

    See who is ready

    A readiness view by team shows who needs one more run or a session with HR.

RReview cycle / EngineeringManagersSkills
9 / 14ready
37runs this week
6 daysuntil reviews open
  • AK
    Anna K.3 runs · disputed rating
    84Ready
  • TB
    Tom B.4 runs · underperformance
    88Ready
  • MD
    Marc D.2 runs · former peer
    71One more run
  • SM
    Sara M.1 run · disputed rating
    52HR session
Suggested next
Marc D. · holds the rating → Disputed rating · senior
Sara M. · uses labels, not evidence → Discussing results

Result from a live program

Reviews rehearsed, not improvised. Turnover down 40%.

IT and tech · engineering teams−40%

voluntary turnover after leadership practice that included performance review scenarios.

Challenge
High attrition in engineering teams run by engineers recently promoted into management, before they had built people skills.
Program
Managers rehearsed their hardest people conversations in advance: performance reviews, salary talks and burnout check-ins.
Scenarios in the program
  • Performance review
  • Salary conversation
  • Burnout check-in
  • Giving feedback
  • Delegation

Client name withheld · methodology available on request

FAQ

What HR teams ask us. Answered plainly.

What does performance review training with AI look like?

A manager opens a scenario, meets an AI employee by voice or video and runs the review from the opening to the agreed goals. A run takes 5 to 20 minutes and ends with a score for each review skill and timestamped comments. One is open to read in full: a review with Nia, an account lead who disputes her rating.

What should managers not say during a performance review?

Labels instead of evidence, such as “not a team player”, criticism the employee hears for the first time, comparisons with colleagues, and promises about pay or promotion they cannot keep. The AI flags these lines in practice, so managers hear them before an employee does.

Which questions should a manager ask in a review?

Open questions that hand the floor to the employee: what they are proudest of, what got in the way, what they need from their manager and what would make next year’s review an easy one. Scenarios score whether the manager asked and listened before answering.

Can we use our own review form and rating scale?

Yes. Upload your review template, rating scale and competency model. They become the scenario context and the scoring criteria. The same competency model can also drive 360 feedback collected in AI interviews before the review.

Does it work for mid-year and probation reviews?

Yes. Annual reviews, mid-year check-ins, quarterly conversations and end-of-probation reviews are separate scenarios with their own criteria.

Can HR see how managers did?

It is configurable: a private practice space for managers, a readiness view for HR, or both at different stages of the program.

Does the AI evaluate our employees?

No. The AI plays the employee and scores the manager’s conversation skills. It does not rate real employees or read anyone’s emotions; only the AI character’s reactions are part of the scenario.

Which languages can managers practice in?

More than 15, including English and French, so the rehearsal happens in the language of the real review.

Does it replace HR training on the review process?

No. It adds what process training leaves out: the conversation itself, repeated until it feels routine. Reviews are one part of AI roleplay for new managers, next to feedback, one-on-ones and difficult conversations.

Your next review cycle, rehearsed. Before it opens.

Book a short demo. We will build a scenario from your review template and run it with you on the call.