Comfort owning delivery and customer success directly, not just roadmap input — this is a managed-service model, and you'll work shoulder-to-shoulder with embedded FDEs rather than handing off a spec and waiting to hear how it landed. A genuine point of view on AI adoption in real workflows, including where automation should hand off to a human and how to design that handoff so people trust it.