Invitation-only beta
Better PM judgment.
Proven in practice.
Product Casework is where ambitious PMs practice real cases, get evidence-linked feedback, and build the judgment that interviews are designed to test.
Get an invite when the beta opens.

Answer canvas
Case #142 · Product Design
How would you improve Spotify's podcast discovery?
Comprehend the situation
Goal: grow podcast minutes without eroding the music habit.
Identify the customer
Music-first commuters choosing spoken audio with low friction.
Report customer needs
One obvious thing worth hearing, startable without browsing.
Cut / prioritize
One bet: an episode row seeded by the music taste graph.
Evidence over opinion
1Choose realistic cases
Practice what actually
shows up.
Filter by role, seniority, case type, and company. Every case is crafted to reflect real interview scenarios and what good looks like.
Problem library
192 results
Filters
Category
- Product Design41
- Strategy33
- Execution28
- Guesstimates24
Difficulty
- Easy46
- Medium38
- Hard21
Access
- Free31
- Pro7
How would you improve Spotify's podcast discovery?
Product Design · Medium
Comprehend the situation
In progressStart typing your answer…
Identify the customer
Not startedAssumption
Report customer needs
Not startedWhen I …, I want to …, so I can …
Cut through prioritization
Not startedStart typing your answer…
List solutions
Not startedEvaluate tradeoffs
Not startedSummarize the recommendation
Not startedElapsed
00:00
Words
0
Progress
Tip for this step
Name a real segment and 1–2 explicit assumptions.
2Solve in a structured canvas
Think clearly.
Organize visually.
A guided loop keeps your thinking structured without boxing you in. Add notes, frameworks, and quick calculations as you go.
3Get rubric-backed feedback
Know exactly where
you stand.
Our rubric evaluates your response across the dimensions that matter and links feedback to the exact evidence in your answer.
Evaluation report
Case #142 · Evaluating…
Developing response
✓ Meets this rubric barSolid structure and a clear segment. Sharpen the defense of your prioritization.
- Problem Framing0
- User Empathy0
- Prioritization0
- Metrics0
- Tradeoffs0
- Communication0
- Creativity0
“A frequency-capped episode row seeded by the music taste graph” → cited for Prioritization: one bet, with the mechanism behind it.
4Learn with purpose
A curriculum built
for interviews.
14 modules. 111 lessons. From first principles to advanced tradeoffs.
Learning path
0 modules · 0 lessons
Foundations
0/3Product Sense
0/12Strategy & Positioning
0/9Metrics & Experimentation
0/8Execution & Root-Cause
0/8RICE Scoring
1 of 12 frameworks
Score each idea, rank by the result, and defend the cut line with numbers instead of instinct.
5Use proven frameworks
Visual frameworks
that stick.
Browse, preview, and apply frameworks that top PMs use to clarify hard problems.
Seen enough? Get an invite.
The founding beta is free for invited testers, and invitations go out in small cohorts.
6Practice by company
Company tracks.
Real interview focus.
Curated cases and interview patterns for the companies you’re targeting.
Company tracks
12 tracks
7Practice with adaptive mocks
Real conversations.
Smarter follow-ups.
Our interviewer adapts to your answers, presses on weak spots, and gives evidence-linked feedback.
8Track what matters
See progress.
Stay focused.
Your dashboard shows strengths, gaps, streaks, and what to work on next.
Your progress
Last 4 weeks
Practice evidence score
Strongest
Metrics · 88
Focus area
Strategy · 72
Readiness by dimension
- Product Design85
- Strategy72
- Analytical80
- Execution79
- Metrics88
- Behavioral84
4 weeks ago — every axis has moved out
Invitations are limited.
Join the founding beta.
Be among the first PMs to practice better, get sharper feedback, and build interview confidence that lasts.
FAQ
What is Product Casework?
Product Casework is a deliberate-practice workspace for product managers. You solve realistic product decisions, organize your reasoning, and receive evidence-linked rubric feedback on what to improve next.
What is included in the founding beta?
Invited testers can use authored PM cases, structured learning paths, visual framework guides, company preparation tracks, adaptive mock interviews, and an evidence-based progress dashboard.
How does scoring work?
A submitted answer is evaluated against a consistent 7-dimension PM practice rubric. Feedback identifies evidence in the answer and the next skill to train. If production scoring is unavailable, scoring pauses, no result is saved, and you can retry later.
Who is the beta for?
It is designed for aspiring and working product managers preparing for product sense, strategy, execution, metrics, estimation, and behavioral interview loops.
When will I get access?
Invitations are sent in small cohorts so we can learn from each group. Joining the waitlist records a request; it does not create an account or guarantee an invitation date.
Will it cost anything after the beta?
The founding beta is free for invited testers. Paid plans will follow once the beta ends, and beta testers will be told what changes before it happens. Joining the waitlist collects no payment details and never starts a subscription.
How is the AI evaluation actually done?
Your answer is sent to a large language model together with the same 7-dimension rubric every answer is scored against, and the model has to cite the specific lines in your answer that earned each score — so a score always traces back to your own words. The request carries the case and your answer only: your name, email, and account are never attached to it. Evaluation runs on third-party model providers, and if scoring is unavailable it pauses rather than saving a result.
What happens to my answers and my data?
Your answers and their full evaluations are private to your account. If you choose to turn on a public profile, your scores — never your answers — appear on your profile and the leaderboard; public profiles are off unless you switch one on. Waitlist emails are used to send your invitation and, if you opt in, occasional practice updates. We do not sell or share waitlist information, and you can delete your account and its entire practice history yourself from Settings at any time.