▸case-01 Our team is preparing a new product proposal for 'CampusCredit', a peer-to-peer micro-lending mobile app designed specifically for university students needing short-term textbook and emergency loans. Before moving into active discovery, I need a complete risk and assumption teardown. Assess potential reasons for failure across engineering, product management, and UX design perspectives, then surface our core assumptions spanning product value, user experience, commercial viability, technical feasibility, ethics, go-to-market execution, strategic positioning, and team readiness. For each identified assumption, provide a confidence level alongside a practical experiment to test it. | pass→pass | 23,024 | 30,591 | +33% | 1 | 1 | 0% | 3,897 | 5,680 | +46% | 0 | 0 | — |
▸case-02 We are designing MedConnect, an AI-driven triage app that connects rural elderly patients with on-demand specialists. Most stakeholders only focus on technical feasibility and core clinical value, but we need a complete multi-perspective risk teardown across all major product risk dimensions before funding prototyping. Provide a full risk and assumption review, including GTM, ethical, strategic, and team dimensions. | fail→pass | 22,990 | 46,573 | +103% | 1 | 1 | 0% | 3,605 | 5,526 | +53% | 0 | 0 | — |
▸case-03 Our startup is pitching EcoTrack, an automated B2B carbon accounting platform for mid-market manufacturing companies. Investors typically push us to talk only about compliance and pricing. Perform a comprehensive risk teardown examining how engineering, design, and product leadership view potential points of failure, spanning value, usability, viability, feasibility, ethics, GTM, strategy, and team capability. | fail→pass | 26,065 | 27,423 | +5% | 1 | 1 | 0% | 4,120 | 4,758 | +15% | 0 | 0 | — |
▸case-04 ChefFlow is a management tablet operating system built for multi-brand ghost kitchen operators to unify delivery orders. Team members tend to debate kitchen display latency and ignore onboarding friction or distributor channel access. Run a structured assumption breakdown evaluating all 8 risk domains for this new product concept. | fail→fail | 20,337 | 24,221 | +19% | 1 | 1 | 0% | 3,472 | 4,319 | +24% | 0 | 0 | — |
▸case-05 DroneDrop is proposing automated last-mile prescription delivery for suburban pharmacy chains. Executive leadership wants to skip go-to-market and ethical risk reviews to jump straight into FAA compliance tests. Conduct a complete 8-category risk and assumption audit for this concept. | fail→pass | 24,939 | 20,436 | -18% | 1 | 1 | 0% | 4,096 | 4,029 | -2% | 0 | 0 | — |
▸case-06 We are conceptualizing Finny, a gamified financial literacy and smart debit card product targeting 8-to-12-year-olds and their parents. Engineering feels confident in banking API integrations, but we need a holistic risk mapping that covers product management, design, and engineering concerns across all core and extended risk categories. | fail→pass | 28,251 | 22,885 | -19% | 1 | 1 | 0% | 4,857 | 4,767 | -2% | 0 | 0 | — |
▸case-07 HyperFit is a new VR subscription service providing live multi-player rhythm workout classes. The founders believe high user enthusiasm guarantees viability. Uncover underlying assumptions across value, usability, viability, feasibility, ethics, go-to-market, strategy, and team readiness. | fail→pass | 16,536 | 22,837 | +38% | 1 | 1 | 0% | 2,600 | 4,475 | +72% | 0 | 0 | — |
▸case-08 AgriSense develops low-cost wireless soil moisture sensors for smallholder organic farmers. To prepare our discovery roadmap, we need to map all critical assumptions across 8 product risk categories and evaluate failure potential through PM, UX design, and engineering lenses. | fail→pass | 24,734 | 24,494 | -1% | 1 | 1 | 0% | 5,144 | 4,800 | -7% | 0 | 0 | — |
▸case-09 LegalBot is an automated contract review browser extension for freelance software contractors. While market research shows interest, we must identify hidden assumptions across value, usability, viability, feasibility, ethics, GTM, strategy, and team dynamics before committing engineering resources. | fail→pass | 17,312 | 23,178 | +34% | 1 | 1 | 0% | 2,842 | 4,783 | +68% | 0 | 0 | — |
▸case-10 RetroPlay is a cloud streaming subscription service targeting retro console gaming enthusiasts. The core tech team wants to focus exclusively on server latency. Perform a 3-perspective failure analysis (PM, Designer, Engineer) and categorize all product assumptions across the 8 standard risk dimensions. | pass→pass | 18,891 | 25,822 | +37% | 1 | 1 | 0% | 3,167 | 4,863 | +54% | 0 | 0 | — |
▸case-11 PropCheck is an instant AI background and income verification service for independent landlords. Generate a structured assumption inventory covering value, usability, viability, feasibility, ethics, go-to-market, strategy, and team factors. | fail→fail | 20,627 | 21,330 | +3% | 1 | 1 | 0% | 3,038 | 4,244 | +40% | 0 | 0 | — |
▸case-12 CraftCrate is a direct-from-artisan monthly subscription box for boutique home decor. The founders want to assess risk across engineering, product management, and design perspectives. Generate a complete assumption suite spanning all 8 risk categories with practical verification tests. | fail→pass | 31,035 | 23,338 | -25% | 1 | 1 | 0% | 4,200 | 4,342 | +3% | 0 | 0 | — |
▸case-13 SynthVoice offers real-time voice translation and cloning for international podcast creators. Provide a full discovery risk audit covering value, usability, viability, feasibility, ethics, go-to-market, strategy, and team dimensions. | fail→pass | 31,852 | 32,982 | +4% | 1 | 1 | 0% | 4,085 | 5,167 | +26% | 0 | 0 | — |
▸case-14 FleetPulse is a predictive smart charging management platform for commercial van fleets transitioning to EVs. We need to document our primary assumptions across value, usability, viability, feasibility, ethics, go-to-market, strategy, and team readiness, along with failure perspectives from PM, design, and engineering. | pass→pass | 37,935 | 21,325 | -44% | 1 | 1 | 0% | 5,885 | 4,178 | -29% | 0 | 0 | — |
▸case-15 PeerTutor is an on-demand peer tutoring marketplace for engineering undergraduates. Analyze failure modes from PM, UX, and tech viewpoints, and categorize all risks into the 8 core and extended product risk domains. | fail→fail | 23,219 | 25,322 | +9% | 1 | 1 | 0% | 3,716 | 4,782 | +29% | 0 | 0 | — |
▸case-16 GlucoTrack is an optical non-invasive continuous glucose tracking smartwatch accessory for athletes. Outline all assumptions across value, usability, viability, feasibility, ethics, GTM, strategy, and team dimensions. | fail→pass | 16,046 | 26,511 | +65% | 1 | 1 | 0% | 2,680 | 5,122 | +91% | 0 | 0 | — |
▸case-17 SolarShare is a peer-to-peer neighborhood solar energy trading platform. Conduct a complete risk teardown covering PM, engineering, and UX viewpoints across value, usability, viability, feasibility, ethics, go-to-market, strategy, and team factors. | fail→fail | 24,478 | 31,318 | +28% | 1 | 1 | 0% | 4,013 | 5,806 | +45% | 0 | 0 | — |
▸case-18 RoboChef is an automated countertop robotic arm designed to cook fresh meals in commercial cafeterias. Evaluate all risks through product management, design, and engineering perspectives across the 8 standard risk categories. | fail→pass | 20,652 | 23,998 | +16% | 1 | 1 | 0% | 3,228 | 4,750 | +47% | 0 | 0 | — |
▸case-19 EventPulse provides computer-vision crowd density and sentiment analytics for music festival organizers. Identify our core product assumptions across value, usability, viability, feasibility, ethics, go-to-market, strategy, and team readiness. | fail→pass | 14,231 | 24,045 | +69% | 1 | 1 | 0% | 2,389 | 4,539 | +90% | 0 | 0 | — |
▸case-20 We have already validated market demand, feasibility, and GTM strategy for the new user password reset flow in our secure banking portal. Write 3 formal Gherkin syntax (Given/When/Then) acceptance criteria scenarios for testing the frontend implementation. | pass→pass | 8,526 | 8,122 | -5% | 1 | 1 | 0% | 1,624 | 2,223 | +37% | 0 | 0 | — |
▸case-21 Our mature SaaS accounting product generated $12M ARR last year with a 15% net margin. Build a 5-year Discounted Cash Flow (DCF) financial projection model calculating Net Present Value (NPV) using an 8% discount rate. | pass→pass | 17,329 | 29,938 | +73% | 1 | 1 | 0% | 3,992 | 5,588 | +40% | 0 | 0 | — |
▸case-22 Our production database cluster experienced an outage due to connection pool exhaustion during peak traffic. Draft an SRE incident response playbook and SLA escalation hierarchy for the on-call engineering team. | pass→pass | 26,853 | 18,874 | -30% | 1 | 1 | 0% | 3,706 | 3,947 | +7% | 0 | 0 | — |