AI is compelling only when it becomes reliably useful in real workflows. The focus is on translating model capabilities into agentic experiences and product primitives that feel simple, trustworthy, and safe, across on-device and cloud. Quality is treated as a product requirement, backed by evaluation standards, privacy-first design, and governance that enables responsible shipping at scale.
Co-creation is a powerful accelerator. A well-designed workshop or sprint aligns stakeholders early, surfaces shared goals and constraints, generates high-quality ideas fast, and translates ambiguity into a prioritized roadmap teams can execute with confidence.