AI Skills on Resumes vs. Reality: How to Actually Tell the Difference

If AI proficiency commands a 25–28% salary premium, it's going to show up on almost every resume — whether or not it belongs there. Candidates aren't necessarily lying. They're optimistically rounding up. But for hiring teams, the result is the same: you're making compensation decisions based on self-reported AI capability with no reliable way to verify it. In this episode, we break down the three structured interview dimensions that actually separate genuine AI proficiency from resume inflation: output evaluation, workflow integration examples, and limitation awareness. Each one exposes what resume bullet points can't — what a candidate actually does with AI tools versus what they claim. We also look at the real business case. What does it cost to overpay for AI skills that aren't there? What does it cost to underpay the candidates who actually have them? And how does OVI's structured assessment platform — starting at $99 a month — give hiring teams the infrastructure to get this right consistently at scale? If your organization is using AI proficiency as a hiring criterion — and by late 2026, most professional employers will be — this episode is worth your time.