Getting tone right in a performance or pay conversation is its own skill, separate from having the performance data or knowing the compensation decision. Managers are already using AI tools to work on that specific skill: finding the right language and register for difficult workplace conversations about pay and performance reviews.
The failure mode the tools address is communication, not analysis. A performance conversation carries a decision, but it also carries a communication task, and those two things can come apart. Tone calibrated wrong at the start of such an exchange can make the facts irrelevant. That gap between what a manager intends to say and how it lands has often had no structured preparation path. AI tools are now filling that role.
The adoption is current. Managers are using these tools now, which means this is a live practice inside organizations, not a near-term projection.
The conversations AI is having in offices may already influence both performance reviews and pay. The preparation layer for some of the most consequential workplace exchanges is, in part, machine-generated.