COURSE 01beginner
AI Foundations for Product Managers
Choose a useful AI intervention and compare it with a credible non-AI baseline.
Explore the syllabusAI PRODUCT MANAGER INTERVIEW PREP
Think like an
AI product leader.
Build your AI product judgment, then bring it to the interview. Work through courses, defend decisions in realistic cases, and learn what a strong answer needs to show.
Four decisions with worked feedback. No account needed.
COURSE 01 beginner
AI Foundations for Product Managers
A LOOK INSIDE
- 01Change the question3 lessons
- 02Understand model behavior4 lessons
- 03Own the user and the number3 lessons
2 public lessons to tryView course
COURSE 02 intermediate
Cracking the AI Product Manager Interview
A LOOK INSIDE
- 01Read the loop3 lessons
- 02Make the product call3 lessons
- 03Quality and economics3 lessons
1 public lesson to tryView course
COURSE 03 advanced
Building & Scaling Agentic AI Products
A LOOK INSIDE
- 01Set direction3 lessons
- 02Design agent work4 lessons
- 03Build the operating system3 lessons
2 public lessons to tryView course
Worked cases. Your attempt. Reference reasoning.
LEARN THE CONCEPT. WORK THE CASE. EXPLAIN YOUR CALL.Explore below
Your preparation,
all in one place.
480graded questions
64course lessons
107core concepts
6free decision tools
01 / CHOOSE YOUR NEXT MOVE
One ambition. A course to match.
Build your foundations, prepare for an interview, or lead an agent product. Start where the work is new to you.
COURSE 02intermediate
Cracking the AI Product Manager Interview
Turn an ambiguous prompt into a defended product choice with a credible alternative.
Explore the syllabusCOURSE 03advanced
Building & Scaling Agentic AI Products
Choose an AI portfolio and define the work the organization will stop.
Explore the syllabusPrefer to start with a single topic?Find a free learning path
02 / PRACTISE THE DECISION
A good answer
has a point of view.
Work through the question before opening the answer. Then compare your reasoning with the rubric: what you noticed, what you measured, and what would change your mind.
Open the question bank A decision to defend The working behind it Follow-ups that go deeper
EVALS & LAUNCHFree answer
Your support agent completes 82% of tasks in testing. Is it ready to launch?
Weak
Says yes or no to the number
Hire
Asks about sample size and failure types
Strong Hire
Computes the interval, questions independence and run-to-run consistency, and shows how the decision changes with n
Save your progress and open 9 answers per topic with a free account.Create your practice account
03 / BUILD YOUR RANGE
The whole AI product conversation.
04 / GET YOUR HANDS ON IT
Change an assumption.
See what changes.
Make the economics tangible. Test a launch threshold. Build intuition by moving the numbers yourself.
All 6 free toolsAI cost calculator
Cost per call, per successful task and per month, with caching, routing and human fallback.
Launch readiness simulator
Turn a pass rate into a ship, assist or hold call, with the interval and the cost of silent failures.
Eval confidence calculator
The interval on your pass rate, and the cases you need to tell two models apart.
BUILT FOR THE WHITEBOARD. USEFUL AT WORK.No sign-in. No usage limit.
05 / GO DEEPER
Book-length guides, written for the PM.
Agentic Protocols for Product Managers
MCP, A2A, agent interfaces, approvals, agentic commerce and payments, explained as the decisions a product manager owns, with a ten-worksheet toolkit for the PRD.
Look inside 10 worksheets
Autonomous ADLC for Product Managers
PRDs and specifications agents can build from, acceptance evidence a builder cannot weaken, delegation by action, release gates and cost per accepted change, with a ten-worksheet toolkit.
Look inside 10 worksheets
Harness Engineering for Product Managers
Loops, instructions, context, tools, verification, permissions, credentials, cost and evals, framed as the decisions a product manager owns, with a ten-worksheet toolkit for the harness PRD.
Look inside 10 worksheets
Agentic Database for Product Managers
Authority, permissions, retrieval, memory, knowledge layers, tools and recoverable actions, framed as the data decisions a product manager owns, with a ten-worksheet toolkit for the data PRD.
Look inside 10 worksheets
Enterprise Personal Agents for Product Managers
Jobs and autonomy, delegated access, approvals, prompt injection, memory, notifications, value and governance for agents that work for one employee, with a ten-worksheet toolkit for the agent PRD.
Look inside 10 worksheets
Systems Engineering for Product Managers
Outcome contracts, the least machinery that works, data contracts, capacity, latency budgets, evaluation with intervals, releases, offline mode and handoff, with a ten-worksheet toolkit for the deployment PRD.
Look inside 10 worksheets
06 / KEEP YOUR THINKING CURRENT
Read beyond the interview.
AI PM / INTERVIEWS
GitHub study resources
GitHub Resources for AI PMs: Turn Repositories into Interview Evidence
Seven repositories. A product decision to practise with each one.
Read for freeAI PM / INTERVIEWS
interview preparation
AI PM Interviews in October 2026: Prepare for the Product You Will Own
A dated review of employer guidance and candidate accounts, with practice for model platforms, offline AI and enterprise product decisions. See what the evidence supports and what to confirm with your recruiter.
Read for freeAI PM / INTERVIEWS
product management
The PM Questions a Better Model Cannot Answer
Practise customer choice, estimation, metric diagnosis and distribution with original AI product cases. Strengthen the PM reasoning behind your technical interview answers.
Read for freeWHERE ARE YOU HEADED?
Prepare with a company in mind.
Practice mapped to the role, with clear limits on what public interview evidence supports.
BEYOND THE PREP
Jobs and the internship
FREE JOB BOARD
Open AI product manager roles
Read from employers’ own job feeds at the labs and AI-native companies, filterable by level and region, with a link to each company’s interview page.
Browse open rolesPAID INTERNSHIP · REMOTE
Bring AI product thinking to your campus
Build a community around this material, improve it with what students ask, and measure what changed. US$25 a week.
See the internshipYOUR NEXT CHAPTER STARTS HERE
Bring your ambition.
Build the evidence.
Choose your first course
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