Product Executive with 15+ years transforming legacy platforms into intelligent ecosystems. I specialize in applied AI, from launching zero-to-one products to scaling high-growth portfolios beyond $200M ARR.
AI & Product Management
Traditional per-seat SaaS pricing breaks down for AI products due to variable compute costs and value delivery. Product leaders need new frameworks that align customer value with AI's dynamic economics through usage-based, token-based, or outcome-based models. Success requires measuring everything,
AI & Product Management
AI-native development tools are dramatically shortening prototype development cycles, shifting the primary bottleneck in product development from implementation to strategic decision-making. Product Managers must now prioritize problem selection, deep customer understanding, and strategic judgment a
Product Strategy
Product-market fit validation should precede significant capital allocation. Focus on retention rates above 90%, expansion revenue growth, and organic acquisition driving 30%+ of new customers before scaling operations. This disciplined approach creates sustainable unit economics and reduces capital
AI & Product Management
AI-native development platforms are fundamentally changing the PM operating system from Jira-based human coordination to AI agent intent management. PMs must shift from writing tickets to defining strategic context and decision gates for autonomous agents.
AI & Product Management
AI is transforming product management beyond prompt engineering toward specification engineering—the ability to architect reliable AI workflows within product systems. This creates a new category of AI Product Managers who bridge strategy and implementation, requiring model literacy, integration arc
AI & Product Management
Most AI-powered competitive intelligence platforms automate data collection but fail at strategic interpretation. Product leaders should focus AI on aggregation and pattern detection while keeping humans in the loop for strategic analysis and decision-making.