The Future of Product Management with AI : Skills, and Structural Shifts in 7 ways

The future of Product management with AI has been a point of discussion given the recent surge of what’s possible with AI. From early days of feature ownership to today’s cross-functional orchestration, the PM job has continuously evolved alongside technology. But what’s next in this new world of AI! A recent Reddit discussion with practicing … [Read more…]

Enhancing Product Research with AI: The Power of Deep Research

In the rapidly evolving landscape of product development, finding efficient methods for research and ideation has become increasingly important. While generative AI has faced some skepticism within product management circles, specific features like Deep Research in tools such as ChatGPT and Gemini (as well as DeepSearch in Grok 3) are proving to be remarkably valuable … [Read more…]

Innovative Startups in India?

India’s startup ecosystem has experienced exponential growth over the past decade, with thousands of new ventures emerging and billions in funding flowing in. Yet, a persistent criticism remains: Indian startups often lack true innovation, instead replicating successful models from Silicon Valley or China. This article explores this complex issue from multiple perspectives, drawing insights from … [Read more…]

AI : Hype vs Reality

In today’s rapidly evolving technological landscape, Large Language Models (LLMs) and other AI tools have become increasingly prevalent. However, opinions on their utility and impact vary widely. This blog post synthesises a recent Reddit discussion where users debated the value of AI tools in their personal and professional lives. They tried to decipher AI: Hype … [Read more…]

Dimensionality Reduction: Signal vs. Noise in Machine Learning

We’ve all been there: you get a new dataset, and your first instinct is to understand what’s happening beneath the surface. Which features matter most? What relationships exist in the data? How can we visualise complex high-dimensional information? How do we use dimensionality reduction when using ML! This was precisely the situation described in a … [Read more…]