I work with businesses navigating AI adoption, not the technology side, but the human side. Because AI rollouts fail for human reasons: unclear expectations, mismatched workflows, managers who don’t know how to lead through it, and people who aren’t sure they’re allowed to try.

I help organizations get that part right. Not through jargon or overcomplicated frameworks, but by understanding what’s actually getting in people’s way and removing it.