Implementing AI in marketing isn't a single project—it's a transformation that touches data infrastructure, team capabilities, technology integration, and customer experience design. After working with dozens of marketing organizations deploying AI-driven capabilities, I've seen consistent patterns in what separates successful implementations from expensive false starts. This checklist distills those lessons into actionable steps, with clear rationale for why each element matters. Whether you're a CMO planning your first AI initiative or a marketing ops leader scaling existing capabilities, use this as your roadmap. Before diving into AI Marketing Solutions , understand that sequence matters as much as the individual components. Many organizations try to run everything in parallel and end up with partially completed initiatives that never deliver value. This checklist follows a deliberate order, building each capability on the foundation of what came before. Phase One: ...