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 Albuquerque & Angus AllanA/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 Albuquerque & Joy ChatterjeeAI 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 Albuquerque & Guilherme SalgueiroAI 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 Albuquerque & João AscensãoAI 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 Albuquerque & Hugo AlvesAI 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 Albuquerque & Rui VasAI workflow automation case study exercise
This exercise hands you a support ticket automation that has misclassified real tickets for two weeks, including a...
Andre Albuquerque & Nuno VilaçaAgile 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 Albuquerque & David PereiraClaude 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 Albuquerque & Simonetta BatteigerAI 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 Albuquerque & Carl VelottiProduct metrics case study exercise
This exercise puts you in charge of Premium at a video learning platform where subscriptions grew 8 percent last...
Andre Albuquerque & João MimosoAI 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 Albuquerque & Renata SantosLanding 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 Albuquerque & Diogo MatosRetention 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 Albuquerque & Mário AraújoProduct 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 Albuquerque & Paulo TavaresNegotiation 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 Albuquerque & Miguel ArrojaProduct 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 Albuquerque & Francesco GattaPM 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 Albuquerque & Francisco Pinto LeiteAI 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 Albuquerque & Cláudia PereiraProduct 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 Albuquerque & Patrícia CadeteProduct 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 Albuquerque & David Amor VicenteAI 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 Albuquerque & Guilherme CamposSales 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 Albuquerque & Guillaume IgaretaSMART goals practice exercise for product managers
This is Builders Camp's Setting Powerful Objectives practical challenge: write three SMART objectives for a new...
Andre Albuquerque & Alexandre Karim HowardData 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 Albuquerque & Ylva BeerUsability testing practice exercise for product managers
This is Builders Camp's Usability Testing for Product Managers practical challenge: plan a complete, repeatable...
Andre Albuquerque & Dr Chloe SharpAI 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 Albuquerque & Filipe PereiraCustomer 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 Albuquerque & Susana de SousaWeb3 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 Albuquerque & Alvaro BezerraVibe 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...
Andre Albuquerque & Gonçalo Soares