Agentic AI

Coding with AI

AI Workflows

Claude Code

OpenClaw

Vibe Coding

AI Evals

AI Transformation

RAG & Search

AI for PMs

AI for Engineers

AI for Designers

AI for Marketers

AI for Founders

Product

Product Sense

Product Discovery

User Research

Prototyping

Growth

Analytics

Tech Foundations

Strategy

Influence

Leadership

Career Growth

Engineering

Machine Learning

LLM Ops

Context Eng

Security

System Design

Design

Figma

Design Systems

Visual Design

Design Strategy

Marketing

Automation

Content Marketing

Demand Gen

Go-to-Market

Product Marketing

Positioning

Social Media

Brand

B2B Marketing

SEO & AEO

AI for Leaders

AI Governance

Communication

Management

People Operations

Exec Presence

Storytelling

Goal-setting

Personal Brand

Founders

Fundraising

More

Everyone

Operators

Data Scientists

Business Analysts

User Researchers

Customer Success

Project Managers

HR Professionals

Sales People

Lawyers

Finance

Investors

Real Estate

Educators

Creators

Fresh ways of working, fresh conversations to have with teams, and using AI in accurate, helpful ways.

The Mary Poppins of CX/UX ☂️

The Stepstone Group

Macy's

Arizona State University

Debbie Levitt, MBA, CPIC, ACC

Product, Service, & Experience Strategist, Researcher, Service Designer

Sessions: 29-31 May 2026. Office Hours and support in June.

AI & Research - Cohort 02

It’s not product-shareholder fit, product-executive fit, product-lowest-budget-fit, or product-deadline fit. It’s also not product-market-good-enough or product-market-we’ll-fix-it-later. In decades of consulting and strategy work, leaders and execs have never asked me to help them fail more or fail faster. They want me to find and solve problems, identify and mitigate risk, make teams more efficient, and make products and services more successful.We waste time and money trying to solve problems we don't understand for target markets we don't understand.Light on slides, heavy on action! 18 hours of live instruction + 4 hours of live Q&amp;A/AMA. Can't make it live or would rather watch videos? All live lessons will be recorded and made available to cohort members.Continued support in our free Discord community.<a target="_blank" rel="noopener noreferrer nofollow" href="https://docs.google.com/document/d/1MeLgmpVvu8xacYDkMiYzMLXAKDws0aNuoux0zPCg1Cc/edit?usp=sharing">View the detailed syllabus/course plan (Google Doc).</a>Great for tech and corporate workers and leaders, startup founders, and freelancers. Definitely for Researchers wanting to add AI thoughtfully to their process.Join this course's next free <a target="_blank" rel="noopener noreferrer nofollow" href="https://atomicpmf.com/lightning">Lightning Lesson</a>!

Practical techniques to improve work quality, efficiency, and strategy.

PMF exists on three levels. You're probably losing customers at the micro level.

Atomic PMF model and process are flexible frameworks that fits every project.

Whether work is done by humans, AI, or both, we have to satisfy customers.

Use AI as a critical thinking partner in the Atomic PMF process.

The course welcomes everybody at every level. New to tech work, a new startup founder, or been doing this for decades? You belong here.

None! No gatekeeping. 😊

You're under pressure to use AI but have no idea where it helps vs. where it sucks. You want to learn practical techniques, not theory.

You're tired of high failure rates and vibe producting. Learn why products fail and how to find (and keep) product-market fit.

You're a PM, Founder, Researcher, Designer, or Strategist drowning in guesses and assumptions. Put "strategy" back in "product strategy."

This is a hands-on transformation blueprint. In just 4 weeks, you'll go from "hoping it works" to "knowing it will work"

Chief Product Manager and Co-Founder

JPMorgan Chase & Co.

Market Axess

Goldman Sachs

Software AG

Anil Jaising

Anil Jaising helps product leaders thrive by unpacking innovation 

Principal Product Consultant

TiVo

Persistent Systems

Bernie Maloney

From breakdowns, through breakthroughs, to $1B and beyond

Cohort Based Course

Cohort 2

You've watched engineering spend months building something that flopped at launch. You've sat in prioritization meetings arguing about which bet to make, with nothing but opinions and gut feel.There's a better way.This course gives you a systematic method to validate product ideas before you ask engineering for a single sprint. Using AI-powered prototyping, structured experimentation, and real market testing, you'll learn to separate winning ideas from expensive mistakes in weeks or days rather than quarters.By the end of this 4-week course, you'll have validated (or invalidated) a real product concept using techniques you can repeat on every initiative you touch.<h2>THE PROBLEM THIS COURSE SOLVES</h2>Product leaders face a credibility gap:• Competitors ship faster because they've figured out how to test before they build• Your roadmap is built on assumptions, but stakeholders expect certainty• Engineering capacity is scarce, and you can't afford to waste sprints on unvalidated ideas• AI tools exist that could accelerate validation, but you're not using them systematicallyMost PM courses teach you frameworks for thinking. This one teaches you a system for proving.

The systematic approach to validating product bets before engineering commits. 


Map and Prioritize Your Riskiest Assumptions

Prototype Without Engineering Using AI and Vibe Coding

Design Experiments That Generate Evidence, Not Opinions

Create Offers That Convert Interest to Commitment

Folks who are early career, or are meaningfully involved in content creation should not enroll

This course is NOT FOR everyone

It is almost certainly the most advanced product validation course, suited for PMs, Design, Eng, Data, etc 

This IS NOT a beginner level course

It IS NOT for folks who like to outsource their thinking to others and just follow directions or Anyone looking for theoretical frameworks 

It is FOR YOU if you like think for yourself and WANT to WIN

Product Focused Startup founders and Corporate Product Managers frustrated by the gap between their products's potential and current result

Product Directors accountable for portfolio-level outcomes, need to de-risk multiple bets and adopt validation as a standard practice

Product Managers Building new products or major pivots to prove product-market fit signals before scaling investment in high risk assumption

AI and Excellent Research for Conversion, Retention, & PMF

Debbie Levitt

product-lowest-budget-fit, product-deadline fit, product-market-good-enough or product-market-we’ll-fix-it-later.

It’s not product-shareholder fit, product-executive fit,

Customers judge you! They measure the ROI, value, and quality that you deliver.

PMF exists on three levels: macro, meso, and micro.

Minimum Viable Research and false validations kill products. You can't fit products to a market you don't understand.

There's research... and there's Excellent Research.

Where AI can help us with research, documentation, strategy, solutions, and more.

Use AI as a critical thinking partner.

Attendees will receive a discount code for the full "AI & Excellent Research" course in April.

Preview of the longer course.

AI-Native PMs: Product-Market-Fit in 2026

Jiri Kobelka

CEO of ClosedLoop AI (ex-CPO at QuickNode and Tatum)

AI removed the building bottleneck. The frameworks never adapted. See what changed and why most teams missed it.

Why 2015-era discovery frameworks silently broke

The best product teams reversed which customer signals they prioritize. You'll learn the new hierarchy and why it works.

The data hierarchy flip top teams quietly made

Counterintuitive patterns in customer conversations predict PMF earlier than NPS or surveys. Learn what to watch for.

Spot product-market fit signals most PMs miss

How to Find Your $100K a Year AI Product Idea in 45 minutes

Yuying Chen-Wynn

Chief AI Officer, Chief Product Officer, MIT, Mom, and Ballroom Dancer

Polly Allen

CEO of AI Career Boost, Ex-Alexa Principle Product Manager, MIT, Mom, and Fun.

See actual case studies and learn the 3-part framework that predicts which AI product ideas will hit six-figure revenue.

Real $100K AI Product Success Stories

Use our proven framework to identify and validate your best $100K product concept in real-time during the session.

Your Personal Product Idea Validation

Watch live demos of AI building actual products and discover 3 key tools that turn ideas into profitable applications.

AI Tools Demo: Code to Cash Pipeline

The 3 Validation Traps That Kill 95% of AI Side Projects

Rupa Chaturvedi

AI UX Design Leader, Founder - Human Centered AI Institute

Sunny Patneedi

AI Engineering Leader, Founder - SayMake, building an AI mentor for every child

Before writing code, validate whether your problem is worth solving and paying for using a tried and tested framework

The Personal Pain Trap

Your AI can sound smart but still confuse users. Learn why clarity beats coherence—and how to design for efficacy.

The Demo Applause Trap

Too many AI tools, not enough clarity? Learn a simple UX-first framework to make confident architecture choices.

The Stack Analysis-Paralysis Trap

Unlock Your $100K AI Product Idea

Head of AI, Chief Product Officer, MIT Alum, Ex-Microsoft

CEO of AI Career Boost, Ex-Alexa Principle Product Manager, MIT Alum.

Joel Di Trapani

VC-backed CEO and startup advisor with users in 100+ countries

How Rask AI found PMF and scaled to 1mln users

Tata Maytesyan

Growth Strategy Expert, ex Nike, Picsart, Deloitte

Lena Shenkarenko

Head of Marketing Rask.ai

Alex Danyaev

Head of SMM

Quick guide how to define product positioning and why you need to continuously iterate it by research and testing

How to nail your product positioning

Story of Rask.ai growth from 0 to 1 mln users in just under a year and they pivoted product positioning 3 times since

Case study - learn from the future unicorn

Overview of best tools and techniques: how to be on budget while testing and pivoting your product

Testing frameworks for your MVP and product

The 3 Reasons Your AI App Isn’t Getting To Launch

Head of AI, Chief Product Officer, MIT Alum.

Identify when your product vision requires complex or unstable tech, and what guidance you need to choose right.

Spot Product/Tech Misfit

Learn common pitfalls, how to avoid them, and when to seek expert guidance.

Escape Vibe Coding Pitfalls

Plan and execute custom go-to-market that fits your product and customers so your launch attracts real users and revenue

Nail Your GTM Plan

How to Ship AI Side Projects That Real Users Actually Want

Wafaey

ProductxAI: Shaping Product Destinies from Research, Strategy to Impact.

Wyndo

AI Operator & Maker 🛠️

We’ll break down the real reasons good ideas stall after some weeks of being live. It’s not your code by the way.

Why most AI side projects quietly fail