PM roadmap

AI roadmap for non-technical PMs - literacy, evaluation, then shipping

You do not need a CS degree. This hub maps what to learn first, what to defer, and how Verlin Labs PMs go from tool demos to shipped MVPs in 16 days.

Answers: What is the AI learning roadmap for non-technical product managers?

Phase 1 - AI literacy (weeks 1–2)

Learn how LLMs behave: tokens, context limits, hallucinations, and when pattern-matching fluency is not factual accuracy. Mental models turn every vendor announcement into a familiar trade-off.

Phase 2 - Tool evaluation without demo theatre

Build a scorecard: privacy, integration, verifiability, latency, cost at your volume, and failure modes. Ask what happens when retrieval is empty and who owns prompt versioning after model updates.

Phase 3 - Ship an MVP with vibe coding

PMs prototype faster with AI-assisted builders. The skill is constraints: user flow, edge cases, and acceptance criteria - not writing every line of production code.

Start with a free PM intro session

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Full course syllabus

Deep-dive library picks

Common questions

The live program is 16 days with capstone demo day. Many PMs start with the free 2-hour session to experience pacing before enrolling.

Familiarity with product workflows helps, but we teach AI-specific evaluation and prototyping - including when to pair with engineering and when to stop at a learning prototype.

About the instructors

Learn from Aman Munjal, founder of Verlin Labs

Live instruction, curriculum design, and corporate workshops - one educator across every track.

Aman Munjal

Founder & Lead Trainer

I started Verlin Labs because I was tired of watching smart people nod along to AI explanations they did not actually follow. I have spent over a decade as a PM working on AI and fintech products, and I kept seeing the same gap: people who could use the tools but could not reason about them. Every program here is built around mental models first, so what you learn still holds up after the session ends and the tool has changed.

Founder, Verlin Labs
Live instructor for free sessions & full programs

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Common questions

The live program is 16 days with capstone demo day. Many PMs start with the free 2-hour session to experience pacing before enrolling.

Familiarity with product workflows helps, but we teach AI-specific evaluation and prototyping - including when to pair with engineering and when to stop at a learning prototype.