HR & Recruiting

Mapping achievements to promotion criteria

For promotion cases, use AI to compare documented achievements against level criteria and summarize which criteria are met, partially met, or need more evidence, creating a structured rationale for promotion calibration discussions.

Why the human is still essential here

Leaders must apply final judgment, ensure criteria are interpreted consistently, and handle the difficult conversations (promotion/no promotion) themselves.

How people use this

Leveling rubric evidence matrix

AI turns a leveling framework into a criteria-by-criteria table and maps each documented achievement to the best-fitting criterion while flagging gaps needing more proof.

ChatGPT / Claude

Competency alignment summary for calibration

HR uses AI-generated performance summaries to quickly align accomplishments and behaviors to the organization’s competency model ahead of a promotion calibration meeting.

Lattice AI (Performance Summaries)

Promotion packet evidence mapping in HRIS

A people partner exports goal progress, feedback, and manager notes from the HR system and uses built-in reporting to organize evidence against promotion requirements.

Workday (Talent & Performance)

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Community stories (1)

Medium

How I Use AI to Write Performance Reviews in 15 Minutes

The exact prompts, process, and principles I follow — plus why the human part still matters most

Let me be honest: I used to dread performance review season.

Not because I didn’t value feedback — I did. But because writing 30+ thoughtful, specific, actionable reviews while also doing my actual job felt like running two marathons simultaneously. In my years leading HR at various tech companies, I watched managers procrastinate, copy-paste generic phrases, or worse — rush through reviews so fast they became meaningless.

Then I started experimenting with AI. And it changed everything.

Not in a “robots replaced me” way. In a “I got 80% of the grunt work off my plate so I could focus on the 20% that actually matters” way.

Lana WrayHR leader

Feb 23, 2026