Decisions get grounded in evidence, not opinion. Product and engineering leads stop debating what users want and start working from what users actually do. Roadmap conversations shift from HiPPO-driven to evidence-driven.
Cross-functional teams align faster. Research becomes a shared language across product, design, and engineering. I've spent my career translating between technical and non-technical stakeholders, building the trust and facilitation muscle that makes insights land in the right rooms at the right time.
Your AI and automation features get built right the first time. I bring 25+ years of studying how people calibrate trust in automated systems, from aviation flight decks to enterprise AI. That means fewer costly redesigns when users can't understand what your model is doing or why.