The Ultimate 2025 AI Product Management Roadmap (No-Code Edition)
Paweł Huryn’s 2025 AI Product Management roadmap offers a focused, modern path for breaking into AI PM roles without getting lost in technical jargon or endless tutorials. The guide emphasizes understanding the concepts that matter—like LLMs, embeddings, and RAG—while mastering practical skills such as prompt engineering, no-code fine-tuning, and building prototypes. It includes curated resources for each stage: from foundational knowledge and hands-on prompting, to experimenting with AI agents, evaluating models, and leveraging the best tools for rapid product development. This roadmap is designed to drastically shorten the learning curve for aspiring and current PMs, helping them build, ship, and evaluate AI products confidently and efficiently
1. 2025 AI Product Management Roadmap by Paweł Huryn
If I had to restart my AI PM journey in 2025, I’d follow this exact path.
No more jumping between 10 browser tabs. No more wasting hours on outdated YouTube tutorials. Just one clean roadmap—compiled by Paweł Huryn, and it’s gold.
Here’s the best way to break into AI Product Management (without getting lost in code):
1/ Start with Concepts that Actually Matter
Forget the stats and loss functions—
Understand LLMs, embeddings, encoders, vectors.
2/ Master Prompting (because PMs = prompt artists now)
• GPT-4.1 Prompting Guide: https://lnkd.in/dt8FxriE • Anthropic prompt engineering: https://lnkd.in/dc-kucif • Prompt engineering by Google: https://lnkd.in/dEU2Y_9v • Anthropic prompt generator: https://lnkd.in/d_Tpakaw • Anthropic prompt library: https://lnkd.in/dGSQiByj
3/ Try Fine-Tuning — Without Code
• OpenAI Platform: https://lnkd.in/dGuNNNip • Hugging Face AutoTrain: https://lnkd.in/dAwHaWFF
4/ Learn RAG (Retrieval-Augmented Generation)
This is what powers smart chatbots.
• Rag architectures (free trial): https://lnkd.in/dnmQ_kP8
• How to build a RAG chatbot without coding (free trial): https://lnkd.in/dew--RqD
5/ Experiment with AI Agents: https://lnkd.in/dnmQ_kP8 Test with tools like n8n, MCP, and Agent Architectures
6/ Build Prototypes That Work (Fast)
No hype—just outcomes. Tools: Lovable, Supabase, Netlify
📌 Free AI PRD Template: https://lnkd.in/dQ2jiMfr
7/ Explore the Best Models
Claude = coding ChatGPT = research Gemini = storytelling
8/ Don’t Skip Evals.
Even if you build the flashiest tool, Ask: “Does this actually work for my user?”
📌 Free Guide to AI Evals: https://lnkd.in/dHUFrkVs
P.S. This roadmap can cut your learning curve by months.
Special Thanks To Paweł Huryn for this real goldmine :)
♻️ Repost to help PMs and engineers jump ahead of the curve.