Practice challenges Guides for Product Managers & AI Builders
Every practice challenges guide Builders Camp has published so far.
AI productivity practice exercise for product managers
This is Builders Camp's 10x Productivity with AI practical challenge, rebuilt as a public exercise: classify a PM's...
Andre AlbuquerqueA/B test results practice exercise for product managers
This exercise hands you a real-looking A/B test at the midpoint of its run: one metric significant and positive, two...
Andre AlbuquerqueAI agent pipeline failure case study exercise
This exercise gives you a working three agent pipeline that just sent a false churn alert to an account manager, who...
Andre AlbuquerqueAI bias audit practice exercise for product managers
This exercise puts you in charge of an AI triage feature that has just failed a bias audit, deprioritizing lower-income...
Andre AlbuquerqueAI customer discovery practice exercise for product managers
This exercise has you run one full AI-accelerated discovery loop: turn a belief you are carrying about your users into...
Andre AlbuquerqueAI prompt tone practice exercise for product managers
This exercise has you write one baseline AI prompt for a real customer service scenario, then rewrite it three times to...
Andre AlbuquerqueAI workflow automation case study exercise
This exercise hands you a support ticket automation that has misclassified real tickets for two weeks, including a...
Andre AlbuquerqueAgile team dysfunction case study exercise
This exercise drops you into week two at a fast-scaling company with four contradictory quotes from an engineer, a QA...
Andre AlbuquerqueClaude Code operating model practice exercise
This exercise starts with a broken deploy that shipped because nobody defined what 'done' meant for an AI coding agent...
Andre Albuquerque & Guilherme SalgueiroCursor Ask Plan Agent practice exercise
This exercise has you ship one small, real feature or fix using Cursor's Ask, Plan, Agent workflow: explore the...
Andre Albuquerque & Tiago Pedro da CostaLovable MVP to production practice exercise
This exercise has you take a non-technical PM's sales pipeline tracker from a structured Lovable prompt through a...
Andre Albuquerque & Ricardo LuizAI skill design practice exercise for product managers
This exercise has you design one working slice of a personal AI operating system: choose a recurring PM task, build the...
Andre Albuquerque & Inês LourençoProduct business case audit practice exercise
This exercise hands you a colleague's business case for an AI feature claiming a 507 percent ROI and a 6 month payback...
Andre AlbuquerqueAI code diff review practice exercise for product managers
This exercise gives you a real diff where an AI tool added a working character counter but also silently broke form...
Andre AlbuquerqueProduct metrics case study exercise
This exercise puts you in charge of Premium at a video learning platform where subscriptions grew 8 percent last...
Andre AlbuquerqueAI classifier prompt practice exercise for product managers
This exercise gives you a working AI review classifier that has been quietly misclassifying app store reviews for three...
Andre AlbuquerqueLanding page conversion case study exercise
This exercise gives you a real-feeling launch: 847 landing page visitors, 31 waitlist signups, and zero active users...
Andre AlbuquerqueRetention cohort analysis practice exercise
This exercise puts you at a fast-growing app in its earliest days, past 1 million users but losing most new signups...
Andre AlbuquerqueProduct leadership case study exercise
This exercise puts you in charge of product at a company where the flagship platform is healthy but the AI growth bet...
Andre AlbuquerqueOKR case study exercise for product managers
This exercise hands you a messy, half-finished set of company OKRs left behind by a predecessor who quit, five days...
Andre AlbuquerqueNegotiation case study exercise for product managers
This is Builders Camp's Negotiation for Product Managers practical challenge: broker a deal between three teams stuck...
Andre AlbuquerqueProduct analytics practice exercise for product managers
This is Builders Camp's Product Analytics practical challenge: rebuild a B2B SaaS company's broken activation metric...
Andre Albuquerque & Mário AraújoProduct management practice exercise for product managers
This is Builders Camp's Product Manager Foundations practical challenge: take one real product problem from a sharp...
Andre AlbuquerquePM interview practice exercise for a 48 hour panel prep
This is Builders Camp's Product Interviewing practical challenge: prepare a candidate for a full PM panel loop in 48...
Andre AlbuquerqueAI product marketing practice exercise for product managers
This is Builders Camp's Product Marketing with AI practical challenge: as the sole PMM at a startup launching in six...
Andre AlbuquerqueProduct sense case study exercise for product managers
This is Builders Camp's Product Sense practical challenge: make a defensible product call on an ambiguous, thin data...
Andre Albuquerque & Mihaela DraghiciProduct storytelling practice exercise for product managers
This is Builders Camp's Product Storytelling practical challenge: diagnose why three PMs each failed to land the same...
Andre AlbuquerqueProduct strategy case study exercise for product managers
This is Builders Camp's Product Strategy practical challenge: reconcile three founders' competing Series B strategies...
Andre AlbuquerqueProject management practice exercise for product managers
This is Builders Camp's Project Management for Product practical challenge: reconstruct what actually went wrong in a...
Andre AlbuquerquePrototype review practice exercise for product managers
This is Builders Camp's Prototyping for Product Managers practical challenge: critique a flawed four screen prototype...
Andre AlbuquerqueAI prototyping practice exercise for product managers
This is Builders Camp's Prototyping with AI practical challenge: triage five real problems in an AI built onboarding...
Andre AlbuquerqueSales collaboration case study exercise for product managers
This is Builders Camp's Sales for Product Managers practical challenge: diagnose why a warm B2B deal went cold from...
Andre AlbuquerqueSMART goals practice exercise for product managers
This is Builders Camp's Setting Powerful Objectives practical challenge: write three SMART objectives for a new...
Andre AlbuquerqueData storytelling practice exercise for product managers
This is Builders Camp's Turning Data Into Storytelling practical challenge: turn a set of Netflix style charts into a...
Andre AlbuquerqueUsability testing practice exercise for product managers
This is Builders Camp's Usability Testing for Product Managers practical challenge: plan a complete, repeatable...
Andre AlbuquerqueAI MVP building practice exercise for product managers
This is Builders Camp's Using AI to Build Your First Product practical challenge: scope the smallest shippable version...
Andre AlbuquerqueCustomer survey practice exercise for product managers
This is Builders Camp's Voice of the Customer practical challenge: design a survey for a banking app feature, collect...
Andre AlbuquerqueWeb3 governance case study exercise for product managers
This is Builders Camp's Web3 Product Management practical challenge: diagnose a DeFi governance failure modeled on...
Andre AlbuquerqueVibe coding practice exercise for product managers
This is Builders Camp's Zero to Shipped with Vibe Coding practical challenge: diagnose four real bugs in a half...
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