11 Performance Reviews Written by an AI Model That Clearly Hates You

Lucas Manzanilla
Lucas Manzanilla
Chief Dad Officer
@
Lattice
October 5th, 1992

Your company said AI would make performance reviews faster, fairer, and “more objective.” Unfortunately, the model appears to have trained exclusively on passive-aggressive Slack threads, rejected calendar invites, and your manager’s least generous interpretation of “growth mindset.”

The result is a performance review that reads less like professional feedback and more like a legally reviewed burn book.

The Algorithm Has Concerns

It starts gently. “Meets expectations.” “Collaborates cross-functionally.” “Demonstrates ownership.” Then, halfway through paragraph two, the model pivots into something weirdly personal.

While the employee completes assigned work, their overall vibe suggests they may be waiting for everyone else to stop talking.

You ask HR if this is normal. HR says the model is “still learning.” From what, exactly? Your archived eye rolls?

  • “Shows initiative, but only after being perceived.”
  • “Could benefit from appearing less correct in meetings.”
  • “Frequently contributes ideas that create work for leadership.”

Your Strengths, Technically

The review includes a section called “Strengths,” which feels promising until you realize the AI is using the word very loosely.

Known Positives

According to the model, your strengths include replying to messages, attending meetings “with visible resistance,” and maintaining “a consistent laptop presence.”

It also praises your ability to “navigate ambiguity,” which is corporate for “we forgot to define your job and you did it anyway.”

Areas for Growth, Emotionally

This is where the review really spreads its little digital wings. The model recommends you become more proactive, more strategic, more aligned, more vocal, less vocal, and somehow “less conceptually nearby.”

Its improvement plan is simple:

  • Speak up more, but only with fully monetizable thoughts.
  • Show leadership presence without making leaders nervous.
  • Be more adaptable, especially to decisions made without you.
  • Demonstrate passion at a sustainable, non-threatening level.

By the end, you are no longer sure if you need coaching, therapy, or a second laptop to create the illusion of momentum.

       
       
       
       
       


Wow 👆 Peep that experiment!

In Conclusion: Needs Calibration

The final rating is “Solid Contributor,” which sounds fine until you learn it sits directly between “Emerging Concern” and “May Be A Vibe Issue.”

Still, there is hope. The company promises the AI will improve before next review cycle. In the meantime, you are encouraged to document your impact, update your goals, and avoid giving the model any more reasons to develop a personality.