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When I first stepped into the world of product management years ago, I quickly realized that intuition alone wouldn't cut it. Making decisions based on gut feelings might work occasionally, but to consistently build products that resonate with users and scale effectively, I needed to master data analysis. Data is the backbone of smart product decisions. It helps us understand user behaviour, identify opportunities, and measure success. But how do you approach data analysis in

This post is a continuation of a series that began as a simple curiosity about what AI could do for a product manager. I started working on this primarily out of curiosity, attempting to use these workflows in my own founder's journey. What started as a small experiment has now grown into a practical, repeatable workflow that i can now use to think, plan and build. Today’s piece is about the another step in that journey: using Claude to generate a real product roadmap and

Continuing from my previous series on Claude and experiments - Click here for post #1 In my experience, Claude has been remarkably versatile in understanding natural language. I simply tell it what i want to do, and it gets the instructions quite clearly. This is obviously the easiest and path of least resistance as a newbie. But if you’re serious about learning AI, you should also be serious about learning the techniques that go with it. Definitely not simple! When I first

As a founder, I’ve always believed that great products come alive when ideas and execution meet halfway. Yet, in most teams, that bridge feels wider than it should. Founders and product managers think in “why” and “what,” while engineers live in the “how.”That’s where my curiosity about Claude Code began . Claude is a conversational AI coding tool that lets non-engineers explore, experiment, and even prototype logic directly in plain language. For anyone building products, i

When dealing with large data sets that have multiple variables, the sheer amounts of data can obscure decision-making. As a product...