Mental Models for AI Product Decisions: When to Ship vs When to Wait
The most consequential decision I make as an AI PM is not which model to use or how to structure the evaluation pipeline. It is
AI Product Management Interview Prep: 50 Questions You'll Actually Get Asked
AI product management roles are among the fastest-growing and most competitive PM positions in the market right now. They are also among the most distinctly
From Enterprise PM to AI PM: A Career Transition Guide
When I transitioned from engagement management at HCLTech into an AI product role, I did not have a computer science degree, I had never trained
AI Product Manager Interview Guide: 50 Questions You'll Actually Get Asked
50 real AI PM interview questions organized by category — product sense, technical depth, AI/ML specific, stakeholder management, and case studies. With frameworks for answering each one.
Research Preview: Cross-Industry Patterns in AI Product Management
A preview of an upcoming research paper analyzing 100+ AI product launches across healthcare, fintech, edtech, and consumer tech to surface universal failure and success patterns.
What 155 Posts in 3 Months Taught Me About Content Strategy
155 posts. 15 pages. 59 tags. 0 email subscribers. Three months in, here's what building a content platform from scratch actually teaches you about strategy, SEO, and what 'quality content' really means.
Why AI Teams Need Product Managers, Not Project Managers
Most enterprise AI teams are staffed and managed like software delivery projects. This is a category error. AI product development requires a fundamentally different management model — one built around uncertainty, not milestones.
The Complete Guide to AI Model Evaluation
Most AI teams measure accuracy on a test set and ship. This is how you end up with a model that scores 94% on benchmarks and fails in production. Real evaluation covers technical metrics, business metrics, human judgment, and continuous monitoring.
Why Most AI POCs Fail: 7 Patterns I've Seen Across Industries
I have watched more AI POCs fail than succeed across healthcare, CPG, edtech, and high-tech. The same seven patterns show up every time. Here they are — with the fix for each one.
Notion AI vs Coda AI vs Clickup AI for Product Teams
I've used all three as my primary product management workspace at different points in my career. The honest answer is that none of them fully delivers on the 'AI-native PM tool' promise yet — but they're getting closer, and the gaps between them matter enormously depending on how your team works.
First Principles of Building AI Products: What Most PMs Get Wrong
Building AI products requires breaking almost every mental model that made you a good PM for traditional software. Here are the first-principles errors I see most often — drawn from years of building across healthcare, edtech, and CPG.
From Enterprise PM to AI PM: The Transition Playbook
A step-by-step playbook for product managers transitioning from enterprise PM to AI PM roles. Skills assessment, learning roadmap, portfolio building, and a 12-week prep timeline.