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Prototype to Production: The AI PM Playbook

Aman Khan

AI Product Management Leader

This course is popular

4 people enrolled last week.

Design, prototype, and ship AI-powered products that delight customers

This is not a theoretical course about AI concepts. We'll of course teach you about the fundamentals of Agents, RAG and other AI concepts, but the purpose of this course is to get hands on. You’ll build real agents, evals and develop implementation plans!

This course is a practical roadmap for PMs who want to go from "I understand what RAG is" to "I shipped an AI product that customers love." This is best suited for PMs who have at least played around with prototyping tools like Replit, Bolt but are looking to bring AI features from prototype to production inside their companies.

- 4 week live sprint: 8 interactive live sessions and 3 office hours per week packed with vibe-coding labs, eval workshops, and peer feedback loops.

- Built by and led by a current practitioner – I’m sharing the playbook I use as Head of Product at Arize AI (supports companies like Uber, Instacart, Discord, Reddit) and Spotify to help hundreds of engineers launch AI-powered products.

- I'll also host a dedicated Slack community where you can communicate with me and other participants.

- All sessions will be recorded and available to students asynchronously.

What you’ll learn

Build, evaluate, and ship successful AI products with real-world frameworks and hands-on experience to become an advanced AI product leader

  • We'll help you get started with an example agent that you will go 0->1 with, for your own use case

  • Use code gen with Cursor / Claude Code + agent framework (Langgraph/Crew AI) to build an agentic application, relevant to your work or life

  • If you don’t have an idea, I’ll provide one/walk through one. We’ll build it together

  • We'll help you master the hidden lever behind every exceptional AI product: Evals

  • Define robust, and aligned metrics that go beyond simple accuracy, or toxicity

  • We'll put this in practice by running evals on your prototype and iterating on the prompt

  • Collaborate effectively with AI engineers by being able to communicate across an organization using coding agents

  • We’ll breakdown how code gen agents work to understand the inner workings of an AI product/feature (main components)

  • Align stakeholders and executives around your AI strategy from first principles

  • Turn your prototype + eval system + learnings into an “AI strategy doc/artifact” that you could use to convey this AI feature to other

  • Understand how to look around corners with clear implementation plans

  • We’ll talk about best practices for getting to production, and what to think about when you have real user data

Learn directly from Aman

Aman Khan

Aman Khan

Product leader at Arize AI, Spotify, Cruise, and Apple

Apple
Spotify
Arize AI
Cruise

Who this course is for

  • Product Managers familiar with AI terms and concepts (LLMs, RAG, etc.) that wants to move beyond prompting to building actual AI products

  • PMs transitioning to AI-focused roles who see AI product leadership as their career differentiator in the next 1-2 years

  • Product Leaders and Executives responsible for AI strategy who need practical frameworks for evaluating and implementing AI initiatives

Prerequisites

  • Familiarity with code recommended (but not required)

    We'll help you get Cursor set up, but some familiarity with coding/debugging will go a long way here (i.e. being able to read python code)

What's included

Aman Khan

Live sessions

Learn directly from Aman Khan in a real-time, interactive format.

Access to professional Engineers and AI PMs to help with debugging your product

You won't feel blocked by technical skills - we've had completely non technical PMs take this course and (with determination) push themselves to build functional AI Agents. We'll help you every step of the way with 3x per week office hours. Check out the testimonials for examples from prior students!

Lifetime access

Go back to course content and recordings whenever you need to.

Community of peers

Stay accountable and share insights with like-minded professionals.

Certificate of completion

Share your new skills with your employer or on LinkedIn.

Maven Guarantee

This course is backed by the Maven Guarantee. Students are eligible for a full refund up until the halfway point of the course.

Course syllabus

33 lessons • 6 projects

Week 1

Jan 26—Feb 1

    Session 1: Building Your First AI Agent (Live Workshop)

    11 items

    Session 2: Developing AI Product Intuition

    6 items

Week 2

Feb 2—Feb 8

    Session 3: Evals in Action Pt 1 - Observability + Intro to Evals

    6 items

    Session 4: Evals in Action Pt 2 - Clustering failure modes from traces

    2 items

Free resource

Mastering Evals as an AI Product Manager cover image

Mastering Evals as an AI Product Manager

The Five Principles of getting started as an AI PM

Quickly grasp core skills: AI fundamentals, customer focus, prototyping, learning from AI experiences, and evals.

Deep Dive: Writing Effective Evals

Learn how to define clear criteria, write strong eval prompts, and reliably measure AI product success

Hands-On Example: Your First Eval

Create and iterate on a practical eval example to address common challenges like AI hallucination.

Schedule

Live sessions

2-4 hrs / week

A hybrid of live sessions, live office hours, and recorded lectures from prior cohorts distilled to the most important segments. Plenty of time for Q&A

Projects

1-4 hrs / week

Self paced projects to help reinforce the hands on concepts from lessons

Async content

1-4 hrs / week

Optional async materials that help provide context and further deep dives

Testimonials

  • For any AI product manager, truly effective collaboration with AI engineers and the ability to navigate the intricacies of evals are non-negotiable, and Aman's course provides that crucial foundation.
    Testimonial author image

    Hamel Husain

    Evals Expert
  • Watching Aman build an AI agent from scratch in Cursor while explaining evals, observability, and PM-eng collaboration was eye-opening. He doesn't just talk about AI PM skills - he shows you exactly how to develop them. Essential for any PM serious about AI
    Testimonial author image

    Aakash Gupta

    ex-VP of Product for Apollo.io (Unicorn), 15+ yrs of experience
  • I'm a Product Manager at Spotify and Aman came to speak at our PM offsite. Aman brings a deep expertise and a rare ability to teach AI product management in a way that’s both clear and immediately useful. He cuts through the noise with sharp, practical guidance on what PMs need to know and how they need to work moving forward
    Testimonial author image

    Marc Tollin

    Group PM @ Spotify

Go from Beginner to Advanced AI PM

Learn from the bleeding edge of AI PM

Frequently asked questions

$2,299

USD

·
Jan 27Feb 26
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