A senior data analyst at a healthcare company noticed a junior colleague struggling with a report that took her eight hours every week. Instead of just sharing the AI workflow he'd built, he sat with her for 30 minutes and asked questions: "What takes the longest?" "Where do you get stuck?" "What does a good version of this report look like?"

Then he didn't hand her the solution. He guided her through building her own workflow, step by step. She hit roadblocks. He asked questions instead of giving answers. "What would happen if you tried..." "What does the AI do differently when you phrase it this way?" Within a week, she'd built a workflow that took 45 minutes instead of eight hours, and she understood every piece of it.

Six months later, she trained three more colleagues. One of them started a lunch-and-learn series. The analyst's 30-minute mentoring session created a ripple that transformed an entire department's relationship with AI. That's the multiplier effect of good mentoring, and it's how organizations actually change.