About
About The Evolving PM
The world of product management is changing rapidly. AI is reshaping how we build products, understand users, and make decisions. For PMs, keeping up with this transformation can feel overwhelming.
The Evolving PM exists to cut through the noise. This is a hand-curated collection of resources designed to help Product Managers at every stage of their AI learning journey—from understanding the fundamentals to leading AI product strategy.
Every resource here has been personally reviewed and evaluated. No sponsored content, no affiliate links—just quality resources organized to help you learn effectively.
Curation Philosophy
Quality Over Quantity
Rather than an exhaustive list, this library focuses on the best resources in each category. Every addition is evaluated for accuracy, clarity, and practical value for PMs.
Regularly Reviewed
AI moves fast. Resources are reviewed on a schedule based on their content type—evergreen content less frequently, model-dependent content more often—to ensure information stays relevant.
PM-Focused Perspective
Technical depth matters, but so does practical application. Resources are selected based on how well they help PMs do their jobs better, not just how technically impressive they are.
How Resources Are Evaluated
Each resource goes through a consistent evaluation process:
- Initial review: Is this relevant and valuable for Product Managers learning about AI?
- Quality assessment: Is the content accurate, well-organized, and actionable?
- Categorization: What category, level, and format best describes this resource?
- Summary creation: A brief overview of what learners will gain from this resource.
- Ongoing review: Scheduled re-evaluation to ensure continued relevance.
Resource Categories
Resources are organized into categories that reflect the key skill areas for AI-savvy Product Managers:
AI Fundamentals
Core concepts of artificial intelligence, machine learning, and large language models that every PM should understand.
AI Product Strategy
Frameworks for building AI product strategy, achieving product-market fit, and navigating the unique challenges of AI products.
Prompt Engineering
Techniques for crafting effective prompts to get the best results from AI systems.
Technical Skills
Hands-on skills for working with AI tools, APIs, and development workflows.
Business & Economics
AI product pricing, cost optimization, unit economics, and building sustainable AI businesses.
Go-to-Market
Distribution strategies, growth loops, and market entry tactics for AI products.
Ethics & Governance
Responsible AI practices, bias mitigation, privacy considerations, and regulatory compliance.
Career
Growing your career as an AI-savvy product manager in a rapidly evolving landscape.
Tools & Workflows
Practical tools and workflows for integrating AI into your daily product management work.
Case Studies
Real-world examples of AI product launches, pivots, and lessons learned.
Who's Behind This
Hi, I'm Nat—a product builder and leader.
I'm jazzed to see the evolution of product management opening doors for more product builders, and I built The Evolving PM to help others grow on that journey.
Ready to Start Learning?
Browse the resource library or suggest a resource you've found valuable.