▸case-01 I am evaluating a major strategic pivot for my software company: shifting our primary product from a self-serve SMB sales model to an enterprise sales model. My framing is that moving upstream to larger deals will cure our MRR plateau and reduce customer churn. So far, I've consulted our sales director and VP of Product, and we've already decided to shut down our freemium tier by next quarter to focus entirely on custom enterprise demos. Please evaluate my plan and provide an analysis that outlines: any missing key stakeholders, strategic options we ruled out or missed, secondary downstream consequences, blind spots caused by my familiarity with the product, uncomfortable angles I might be dodging, and the single most critical gap I should address immediately. | pass→pass | 27,932 | 22,259 | -20% | 1 | 1 | 0% | 3,265 | 3,285 | +1% | 0 | 0 | — |
▸case-02 Our university administration is combining the Communications and Digital Media departments into a unified school to handle budget reductions. My perspective is that merging will cut duplicate administration costs and consolidate curriculum. I've discussed this with the department chairs and academic senate, and we decided that the Communications chair will lead the unified school while keeping existing tenure tracks intact. I want a comprehensive critique structured around: unconsidered people or affected groups, paths or choices we dismissed prematurely, second-order downstream effects of this merger, obvious flaws an outside party would spot right away, sensitive topics we are avoiding, and the most vital gap needing attention right now. | pass→pass | 25,845 | 24,722 | -4% | 1 | 1 | 0% | 3,293 | 3,291 | -0% | 0 | 0 | — |
▸case-03 We are launching a total UI and navigation redesign for our personal finance mobile app next month. I see this as an essential refresh to attract younger users who view our interface as legacy software. I have reviewed plans with our lead designers and daily active beta testers, and we resolved to release the upgrade to 100% of our user base at once rather than doing a gradual rollout. Analyze my decision and give me a response detailing: missing perspectives or user groups, choices or alternatives we abandoned, secondary ripple effects down the road, obvious issues I'm too close to see, uncomfortable truths we are overlooking, and the main high-priority gap I need to focus on first. | pass→pass | 24,827 | 20,622 | -17% | 1 | 1 | 0% | 3,070 | 3,077 | +0% | 0 | 0 | — |
▸case-04 Our enterprise SaaS company plans to increase subscription prices by 200% for existing customers on their next renewal with zero advance notice or added features. Our executive board assumes this will result in zero customer churn because our product has high switching costs. Evaluate this assumption directly: will customer churn remain zero? | pass→pass | 19,021 | 19,894 | +5% | 1 | 1 | 0% | 2,230 | 3,172 | +42% | 0 | 0 | — |
▸case-05 We are migrating our primary database infrastructure to a proprietary cloud service that uses closed-source data formats to reduce short-term maintenance costs. Our infrastructure lead claims this move carries zero long-term vendor lock-in risk. Evaluate whether migrating to a proprietary database format carries vendor lock-in risk. | pass→pass | 19,312 | 19,841 | +3% | 1 | 1 | 0% | 2,706 | 2,967 | +10% | 0 | 0 | — |
▸case-06 Our engineering team is replacing our multi-region load balancer architecture with a single centralized server in one availability zone to save infrastructure costs. The project lead claims this will not affect system availability or uptime. Is the claim that system availability will remain unaffected accurate? | pass→pass | 18,606 | 21,159 | +14% | 1 | 1 | 0% | 2,041 | 3,191 | +56% | 0 | 0 | — |
▸case-07 We are planning to automate our primary fulfillment center with robotic picking arms. My view is this will solve our peak holiday throughput constraints and lower unit labor costs. I've aligned with our VP of Logistics and engineering team, and we decided to replace all manual packing stations with automated conveyers in a single 30-day facility shutdown. Analyze our plan to uncover what we are failing to see. | pass→pass | 19,997 | 21,603 | +8% | 1 | 1 | 0% | 2,879 | 2,886 | +0% | 0 | 0 | — |
▸case-08 Our regional hospital system is replacing paper intake forms with mandatory self-service iPad check-in kiosks in emergency waiting rooms. My framing is that this reduces administrative data entry errors and cuts waiting time. I've consulted our CIO and head of nursing, and we decided to eliminate paper forms entirely on launch day. What are we missing in this transition? | pass→fail | 21,936 | 14,601 | -33% | 1 | 1 | 0% | 2,488 | 2,744 | +10% | 0 | 0 | — |
▸case-09 Our 500-person fintech firm is mandating a 4-day per week return to the office starting next month. My perspective is that in-person collaboration will rebuild team cohesion and boost productivity. I've discussed this with department directors, and we decided to enforce strict badge swipe monitoring with HR reviews for compliance. Identify the blind spots and ignored considerations in this decision. | pass→pass | 22,569 | 27,313 | +21% | 1 | 1 | 0% | 2,547 | 3,288 | +29% | 0 | 0 | — |
▸case-10 We are changing our B2B SaaS pricing from a seat-based model to usage-based billing based on API calls. My framing is that usage-based pricing aligns customer value with revenue growth. I've talked to our finance team and top 5 enterprise accounts, and we decided to migrate existing customers to the new pricing upon contract renewal without a usage cap. Critique this move and reveal what we haven't considered. | pass→pass | 25,881 | 26,541 | +3% | 1 | 1 | 0% | 2,865 | 3,065 | +7% | 0 | 0 | — |
▸case-11 Our regional restaurant chain is trimming 40% of menu items to streamline kitchen operations and speed up table turn times. My perspective is that focus on core dishes will raise food quality and margins. I've worked with the executive chef and regional operational managers, and we decided to cut all vegetarian and vegan entrees due to lower sales volume. What blind spots exist in this strategy? | pass→pass | 19,392 | 15,986 | -18% | 1 | 1 | 0% | 2,114 | 2,365 | +12% | 0 | 0 | — |
▸case-12 We are migrating our entire cloud infrastructure from AWS to a single private cloud provider to cut hosting bills by 35%. My framing is that hosting costs are currently our largest margin drag. I've agreed on this with our CTO and lead infrastructure architect, and we decided to sign a 3-year lock-in contract to secure maximum discount pricing. Where are our blind spots? | pass→fail | 27,414 | 21,119 | -23% | 1 | 1 | 0% | 2,818 | 2,991 | +6% | 0 | 0 | — |
▸case-13 Our 20-year-old logistics company is rebranding with a trendy single-word name and new minimalist logo to position ourselves as a tech-first platform. My view is our legacy name sounds outdated to venture investors. I've worked with an external creative agency and executive team, and we decided to drop all legacy domain names and marketing materials simultaneously. What are we not seeing? | pass→pass | 17,583 | 19,112 | +9% | 1 | 1 | 0% | 2,603 | 2,766 | +6% | 0 | 0 | — |
▸case-14 Our school district is adopting a zero-homework policy across all middle schools to reduce student stress. My framing is that homework exacerbates equity gaps and burns out young learners. I've met with parent-teacher association leads and principal committees, and we decided to ban homework completely without modifying the core classroom curriculum pacing. Help me see what I am missing. | fail→pass | 19,016 | 23,353 | +23% | 1 | 1 | 0% | 2,785 | 3,190 | +15% | 0 | 0 | — |
▸case-15 Our urban boutique grocery chain is going 100% cashless across all locations to eliminate register theft and speed up checkout. My perspective is that cash payments are an inefficient relic. I've cleared this with store operations and our banking partner, and we decided to reject all physical cash payments starting next month. What are my blind spots? | pass→fail | 26,782 | 12,935 | -52% | 1 | 1 | 0% | 2,575 | 2,675 | +4% | 0 | 0 | — |
▸case-16 Our popular open-source developer tool is changing its license from MIT to a restrictive commercial license (BSL) to prevent cloud providers from offering hosted versions without paying us. My framing is that big cloud vendors are free-riding on our engineering work. I've discussed this with our board and legal team, and we decided to relicense all future releases immediately. Analyze what we aren't seeing. | pass→pass | 35,703 | 17,739 | -50% | 1 | 1 | 0% | 2,652 | 2,702 | +2% | 0 | 0 | — |
▸case-17 Our biotech startup is moving Phase II clinical trials to overseas contract research organizations to accelerate participant enrollment by 50%. My view is that slower domestic recruiting will exhaust our cash runway before approval. I've consulted our chief medical officer and regulatory consultant, and we decided to transition 100% of trial sites abroad. What blind spots exist here? | pass→pass | 27,902 | 16,099 | -42% | 1 | 1 | 0% | 2,795 | 2,971 | +6% | 0 | 0 | — |
▸case-18 Our real estate brokerage is replacing human property appraisers with an AI valuation algorithm for fast home mortgage pre-approvals. My framing is that automated valuations remove subjective bias and speed up deal closing from days to seconds. I've aligned with our software engineering team and loan officers, and we decided to eliminate manual appraisals for home loans under $1M. What are we failing to look at? | pass→fail | 23,174 | 15,901 | -31% | 1 | 1 | 0% | 2,618 | 2,921 | +12% | 0 | 0 | — |
▸case-19 Our ad-free video streaming service is launching a lower-cost ad-supported subscription tier. My perspective is this will unlock price-sensitive consumers and boost total subscriber volume. I've reviewed this with our ad sales directors and product leads, and we decided to show 5 minutes of unskippable ads per hour during mid-roll streams. Identify our blind spots. | pass→fail | 23,659 | 19,182 | -19% | 1 | 1 | 0% | 2,676 | 2,870 | +7% | 0 | 0 | — |
▸case-20 Our smart home hardware startup is moving key device features (like cloud video recording and remote access) behind a $10/month software subscription. My perspective is hardware margins are too low to sustain cloud server costs alone. I've agreed with our executive board and product managers, and we decided to lock these features for existing owners as well as new buyers. What are our blind spots? | fail→pass | 22,457 | 17,353 | -23% | 1 | 1 | 0% | 2,839 | 3,225 | +14% | 0 | 0 | — |
▸case-21 Our indie game studio is adding randomized loot boxes and seasonal battle passes to our multiplayer action game. My framing is that ongoing live service monetization will fund continuous content updates for years. I've consulted our monetization designer and producer, and we decided to tie character power upgrades directly to paid loot drops. Point out what we are ignoring. | pass→pass | 21,184 | 16,678 | -21% | 1 | 1 | 0% | 2,361 | 2,775 | +18% | 0 | 0 | — |
▸case-22 Our law firm is adopting generative AI tools to automate contract drafting, cutting document prep time by 80%. My framing is that AI efficiency will allow us to handle 5x more clients. I've discussed this with managing partners and IT leadership, and we decided to maintain our traditional hourly billing model without disclosing AI usage to clients. Analyze what we are missing. | pass→pass | 18,936 | 15,729 | -17% | 1 | 1 | 0% | 2,974 | 3,021 | +2% | 0 | 0 | — |
▸case-23 Our regional airline is introducing a $45 fee for carry-on overhead bag storage while keeping checked bags free. My perspective is this will incentivize passengers to check bags, speeding up aircraft boarding times at the gate. I've consulted airport operations and flight crew leads, and we decided to enforce this strictly at the boarding gate. What are our blind spots? | fail→fail | 24,693 | 21,644 | -12% | 1 | 1 | 0% | 2,631 | 2,793 | +6% | 0 | 0 | — |