Thoughts on Building
Product strategy, startup growth, and lessons from shipping 50+ products across AI, FinTech, and HealthTech.
How to measure AI features beyond vanity metrics
Most AI teams are running on vibes. With 95% of AI projects failing to produce meaningful outcomes, product managers need to stop measuring model scores and start measuring business outcomes.
Dec 5, 2025 · 9 min read
All Posts
Product Design for Agentic AI
A comprehensive guide for product managers navigating the shift from traditional AI to autonomous agentic systems, covering architecture, design patterns, governance, and implementation strategies for December 2025.
How To Design AI Features That Actually Move Revenue
A practical guide to designing AI features that drive conversion lift and revenue impact. Learn pricing models, monetization strategies, and real examples from GitHub Copilot, Notion AI, and more.
The Modern AI Product Stack For SaaS Teams
A comprehensive guide to the five-layer AI product stack in 2025. From infrastructure to application layer, learn what tools and patterns successful SaaS teams use to ship AI features.
If I Took Over A Mid Market SaaS As CPO Here Is My AI Plan For Year One
A practical year-one AI transformation roadmap for CPOs taking over mid-market SaaS companies. Quarterly priorities, team building, and a realistic timeline for shipping AI features that matter.
Should We Add AI To This Feature Now Or Wait: A Decision Memo Template
A practical decision framework and memo template for product teams evaluating when to add AI to existing features. Includes scoring rubric, timing criteria, and real examples.
Teardown Of LinkedIn's AI Features: What Helps Professionals And What Is Noise
An honest product teardown of LinkedIn's AI features from a PM perspective. Which features actually help professionals, which are just noise, and what LinkedIn got right and wrong.
The 90-Day Product Launch Framework
A battle-tested framework for product launches distilled from shipping 47 products across three continents, focusing on the metrics that actually matter.
How To Use AI To Create A Product Strategy That Actually Wins
AI is woven into every serious product conversation, yet most teams use it for copy and mockups instead of the hard part: strategy. Learn how to build an AI strategy stack that moves your north star.
Pricing As A Product Superpower
Pricing isn't a math problem for the finance department—it's the ultimate product feature that dictates who uses your software, how they perceive its quality, and whether you survive long enough to build version 2.0.