Product & Engineering
From Ad-Hoc AI Tools to an Integrated Workflow: A Leader's Framework for the Product Development Lifecycle
Competitive advantage in product development now comes from integrating AI systematically across the entire lifecycle, not from adopting more discrete tools. This guide offers a framework for leaders to prioritize AI integration points that compress the time between customer signal and product decision.
Marek Kowalski·November 6, 2026
