In this Orbit explainer, we take a grounded look at how AI actually lands inside real companies—far from hype, close to daily work. We explore the structures, use cases, data foundations, risks, and cultural shifts that turn automation from a promise into a practice. From offer drafting and support triage to procurement, finance ops, and documentation, this episode shows how thoughtful architecture, clear ownership, and small, measurable wins create lasting impact. A quiet, practical guide to operationalizing AI—one useful change at a time.