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The bottleneck in high-stakes workplace conversations has always been preparation time and the inability to stress-test a response before it matters.
AI tools are now being used by managers to rehearse difficult exchanges about performance, pay, and layoffs before the real meeting, a shift that comes with expert warnings about the privacy and judgment gaps these systems leave open.
A conversational AI models the likely trajectory of a discussion, giving a manager a lower-stakes environment to iterate on phrasing and anticipate pushback.
A conversation about pay or a performance review carries real professional consequence for both sides. Where the guardrails are thin Experts say two constraints define the risk ceiling for this category of tooling.
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