Artificial intelligence is often discussed as a productivity tool, helping teams create content faster, automate tasks, and improve efficiency. In practice, its role in product marketing is more fundamental. AI is changing how decisions are explored, validated, and executed, not just how work is produced. Across industrial product environments, SaaS platforms, and professional learning ecosystems, one pattern is consistent: Most teams use AI for output. Very few use it to imp
