The buzz around Generative AI in SaaS is deafening, and for good reason—it’s opening doors we only dreamed of a few years ago. Yet, amidst the excitement, there’s a crucial truth most product teams quietly…
Posts Published by Aadarsh Bohara
Traditional AI Engineers vs. GenAI Engineers: What Sets Them Apart
As AI transforms how we build products, it’s also reshaping who builds them. The roles of Traditional AI Engineers (data scientists, ML engineers) and Generative AI Engineers (LLM engineers, AI app builders) are diverging—quickly. If…
Rule-Based vs. Probabilistic: How Traditional & GenAI Workflows Differ
Once you understand the training differences between Traditional AI and Generative AI, the next major shift to grasp is in how they operate day-to-day. This is where things get real — because even if two…
How Traditional AI and Generative AI Are Trained: Why That Changes Everything
In the first post of this series, we explored the core differences between traditional AI and generative AI — what they do, how they behave, and when to use them. Now let’s go a level…
Traditional AI vs. Generative AI: Two Worlds, Two Mindsets
Let’s be honest – AI is everywhere right now, and most people are throwing around terms like “traditional AI,” “machine learning,” “generative AI,” “LLMs,” and “foundation models” as if they’re interchangeable. Many job descriptions mention…
Cursor AI Helped Me Upgrade a Forgotten SaaS App in 90 Minutes
Rediscovering an Old Codebase, Thanks to Parental Leave As a tech professional and a product leader, my time is often consumed by strategy, roadmaps, and stakeholder alignment. But when I recently started my Parental Leave—thanks…
The Transformative Power of AI in Product Management
AI tech is real and changing many sectors globally, like product management. AI is creating intelligent systems that can think, learn, and act on their own. These act like humans, but are much faster and…
Daily Work Routine of The Product Manager
When we look at Product Management as a job, a typical Product Manager’s duties and responsibilities include a number of things. Different types of industries, different levels of seniority, and different areas of focus, among…
Who is the Product Manager?
One of the most important and critical positions in many companies—that of Product Manager (PM)—is often not properly defined. Although the roles and responsibilities of Product Managers (PMs) vary widely among industries and enterprises, all…