The use cases in this document are structured to mirror how pipeline works in the real world.
Rather than organizing AI by tools or channels, they are grouped by foundational governance, targeting and buyer understanding, pipeline intelligence and decision support, demand capture and acceleration, sales execution, and continuous optimization.
This structure reflects a core belief: AI delivers the most value when it is embedded into systems and workflows, not bolted onto tactics.
