Product
Where AI Fits in the Product Lifecycle: A Stage-by-Stage Decision Framework for Product Managers
AI can systematically accelerate product development tasks across all lifecycle stages, from discovery to post-launch optimization. However, human product managers remain essential for strategic decision-making, validation, and ethical oversight, ensuring AI augments rather than replaces human judgment.
Lucas Bennet·November 6, 2026