AI Prototyping for Established Products: Explore ideas 10x faster

Priya Mathew Badger

Principal PM at Yelp

Learn how to create and use AI prototypes to improve your established product

The bottleneck in product development has shifted from "how fast can we build?" to "how fast can we prove what’s valuable?"

AI prototyping is the #1 skill PMs need to learn to make this shift, yet many are trapped in slow, legacy cycles.

As a Principal PM building AI products, I’ve seen the process break down where ideas stay stuck in people's heads because it's hard to carve out time or change longstanding processes.

I’ve scaled AI prototyping across our large PM organization by removing these barriers.

How this course is different:

  • Small group learning: I am capping this cohort at 30 students so you get personalized feedback, live build time with me, and engaged community of learners

  • Focus on product: Build feature and vision ideas with NO coding knowledge

  • Go beyond side projects: Learn how to remove barriers and prototype in your day job

  • Premium tools and support: Get free paid tier access and fast track support while learning

I teach with hands-on learning sharing practical lessons and tips along the way.

See my teaching style in my How I AI episode with Claire Vo

Go from feeling like you're falling behind to having a superpower that empowers you to lead high-impact decisions.

What you’ll learn

Become a modern, high-velocity PM who explores ideas faster and drives the roadmap forward. Leave with 2 prototypes you can demo to users.

  • Hands-on builds using popular AI prototyping tools for established products to simulate real AI interactions.

  • Execute repeatable workflows that allow you to swap tools as the AI landscape evolves.

  • Learn the tactics to iterate on prototypes to make them look and feel like your products and test assumptions

  • Get practice with different approaches to prototyping LLM powered features and see their pros and cons

  • Master how to de-risk AI ideas by exploring multiple solutions

  • Learn how to do evaluations using just an LLM powered prototype

  • Get feedback on how to pitch your AI vision to leadership to secure alignment and budget

  • Learn collaborative boundaries on working with design and engineers in the process

  • Draft user testing scripts on how to test and learn with your users

  • Hear from expert-led case studies of PMs at big tech companies (e.g. Google, eBay, Doordash)

  • Learn how to become an evangelist with in your company to get tools approval and adoption

  • Get personalized advice on overcoming the risks and barriers for you to adopt prototyping in your day job

  • This course is capped at 30 students so we can do live screenshare demos and live discussions. You will get to know your peers.

  • Practice to sharing your own learnings to become an evangelist and AI leader in your company and peer group

  • Invite-only community group to connect and learn with peers

Learn directly from Priya

Priya Mathew Badger

Priya Mathew Badger

Principal PM for Yelp's AI Assistant, Lenny's Community Top 25 contributor

Work experience at
Yelp
Gopuff
Google
eSpark
Codeverse

Who this course is for

  • Individual Contributor PMs working on established products

  • Product leaders (GPM/Director/VPs) interested in leveraging AI prototyping for vision and team upskilling

  • Job Seeking PMs looking to join companies with modern AI-first product processes

Prerequisites

  • Have an existing user problem or opportunity in mind

    This is a hands-on course where you will build actual prototypes iterating on your existing product

  • Curious and motivated to learn

    This course will give you hands-on practice and expert guidance but you'll need to put the work in to build and troubleshoot

  • Basic familiarity with AI prompting

    This course requires NO technical knowledge but does involve using multiple AI tools

What's included

Priya Mathew Badger

Live sessions

Learn directly from Priya Mathew Badger in a real-time, interactive format.

Lifetime access

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

Community forum of peers

You'll have access to a community of peers from your cohort to ask questions and share learnings

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

6 live sessions • 17 lessons • 7 projects

Week 1

Feb 23—Mar 1

    Prototyping for established products

    9 items

    Feb

    25

    Week 1 Live Session: AI Prototyping for Established Products

    Wed 2/251:00 AM—2:00 AM (UTC)

    Feb

    27

    Build Lab Session: Prototype a feature for your product

    Fri 2/276:00 PM—7:30 PM (UTC)

Week 2

Mar 2—Mar 8

    How to prototype an LLM powered feature

    5 items

    Mar

    4

    Week 2 Live Session: AI Prototyping for Established Products

    Wed 3/41:00 AM—2:00 AM (UTC)

    Mar

    6

    Build Lab Session: Prototype an AI bet for your product

    Fri 3/66:00 PM—7:30 PM (UTC)

    Bonus module: How to do evaluations ("evals") using your LLM powered prototype

    3 items

Schedule

Live sessions

7 hrs

    • Wed, Feb 25

      1:00 AM—2:00 AM (UTC)

    • Fri, Feb 27

      6:00 PM—7:30 PM (UTC)

    • Wed, Mar 4

      1:00 AM—2:00 AM (UTC)

Projects

3-5 hrs

Async content

1-3 hrs

Testimonials

  • Priya is leading the way on modern prototyping for PMs. She offers a clear, practical view into how prototyping in product teams really works and how the PM role is evolving. If you want to learn how to prototype for an established product, she is the person you want teaching you.

    Testimonial author image

    Alexander Danilowicz

    CEO & Co-founder, Magic Patterns
  • I had never prototyped an AI product before Priya taught me and my team. Her approach changed how my team explores ideas and made AI prototyping central to how we get feedback and align on future vision.

    Testimonial author image

    Connie Chen

    Group Product Manager, Yelp

Watch my How I AI Episode with Claire Vo

“Priya Badger has really given us a new way to think about product management with AI…What I love most is how it breaks away from the old, rigid linear product development process.

This inspires me to think differently about where product management should start, not just for AI products, but for any product.”

- Claire Vo, How I AI podcast host in ChatPRD blog

Check out Almost Magic, my Substack with AI how-to guides

AI feels like it should be magical, but sometimes it can feel overwhelming and tough to get results that actually have value.

I started my Substack, Almost Magic, to share practical ways that I'm getting value out of AI tools and learnings from leading AI upskilling initiatives at Yelp. My views are all my own.

Check out my posts to get a sense of my teaching style. In this course we will cover some of these topics, but I will dive deeper and be there to guide you along the way.

Frequently asked questions

$1,195

USD

Feb 23Mar 13
Enroll