Hiring for AI judgment: what to look for, and what to ask

In short: AI judgment is the ability to know where an AI tool is reliable, check its output before relying on it, decide what not to delegate, and own the result. Workers and employers both now rank output checking and critical thinking among the skills that matter most. It rarely shows on a resume, but a short work sample with planted errors reveals it in ten minutes.^1,2

Employers are planning to hire for AI. In Microsoft’s 2025 Work Trend Index, 78 percent of leaders said they were considering hiring for AI-specific roles, rising to 95 percent at the companies Microsoft calls Frontier Firms.³ But most of the AI work in an organization will not be done in AI-specific roles. It will be done by analysts, managers, recruiters and engineers using AI tools well or badly.