Ai Product Management

Making Smarter Bets: Towards a Winning AI Strategy with Probabilistic Considering

In a previous article, we covered key theoretical concepts that underpin — which involves probabilistic weighting of uncertain outcomes — and focused on the relevance to AI product management. , we are going...

Critical Mistakes Corporations Make When Integrating AI/ML into Their Processes

, having spent my profession working across a big selection of industries, from small startups to global corporations, from AI-first tech corporations to heavily regulated banks. Over time, I’ve seen many AI and ML...

Expected Value Evaluation in AI Product Management

under uncertainty is a central concern for product teams. Decisions large and small often must be made under time pressure, despite incomplete — and potentially inaccurate — information concerning the problem and solution...

What Clients Really Ask for in AI Projects

, clients and stakeholders don’t want surprises. What they expect is clarity, consistent communication, and transparency. They need results, but additionally they want you to remain grounded and aligned with the project’s goals as a...

Introducing the AI-3P Assessment Framework: Rating AI Projects Before Committing Resources

that the majority AI pilot projects fail — not due to technical shortcomings, but attributable to challenges in aligning recent technology with existing organizational structures. While implementing AI models could seem straightforward, the true obstacles...

The Stanford Framework That Turns AI into Your PM Superpower

how our job will evolve and even exist than now with the emergence of AI Agents. But let me be upfront that AI tools don’t change the elemental job of the PM, which...

Getting AI Discovery Right

constructing with AI, complexity adds up — there’s more uncertainty, more unknowns, and more moving parts across teams, tools, and expectations. That’s why having a solid discovery process is much more vital than when you're...

Layers of the AI Stack, Explained Simply

of Contents Introduction The AI space is an enormous and sophisticated landscape. Matt Turck famously does his Machine Learning, AI, and Data (MAD) landscape yearly, and it all the time seems to get crazier and crazier....

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