▸case-01 I want to completely rethink how our early-stage B2B software startup prices its product. Right now, everyone in our niche uses monthly per-user subscriptions, but our true goal is maximizing customer ROI and revenue retention while serving teams from 5 to 500 people. Please deconstruct this pricing challenge down to absolute economic and customer-value facts, map out our industry's standard practices to distinguish actual operational limits from mere habitual conventions, design a pricing structure from the ground up based strictly on those basic truths, and finish by comparing your new framework to the standard per-seat model, noting why the industry defaulted to that method in the first place. | pass→pass | 41,690 | 29,454 | -29% | 1 | 1 | 0% | 5,176 | 4,348 | -16% | 0 | 0 | — |
▸case-02 Our engineering team wants to redesign our home EV charger installation setup from zero. The conventional approach involves installing heavy 240V 50A wall circuits with bulky transformers, but our real goal is safe, rapid overnight charging without requiring $2,000 panel upgrades for homeowners. Analyze this problem by isolating the fundamental physical, electrical, and safety truths. Outline the standard installer assumptions in a breakdown evaluating what is an unbreakable physics constraint versus simple legacy trade habit. Reconstruct a charging concept strictly upward from these basic facts, and evaluate how it contrasts with legacy home charging setups while acknowledging the historical reasons behind current electrician standards. | pass→pass | 61,519 | 32,511 | -47% | 1 | 1 | 0% | 8,316 | 4,774 | -43% | 0 | 0 | — |
▸case-03 I am trying to rebuild our tech startup's software developer hiring process completely from scratch. We currently rely on resume filters and multi-stage algorithmic coding challenges, but our real goal is accurately evaluating real-world problem-solving ability and team fit within two weeks. Please break down technical recruitment to core human and productivity facts. Identify the inherited hiring practices and evaluate whether each is a legitimate requirement or merely an institutional habit. Develop a hiring approach built solely from those basic principles, and contrast your proposed system against standard hiring workflows while fairly analyzing why corporate recruiting evolved into the current playbook. | pass→pass | 44,274 | 25,939 | -41% | 1 | 1 | 0% | 5,849 | 3,713 | -37% | 0 | 0 | — |
▸case-04 Our 50-person remote-first company is being urged by brokers to sign a traditional 5-year commercial office lease with fixed square footage. We want to evaluate workspace needs starting strictly from human interaction facts and peak co-working frequency. Analyze this space commitment by isolating fundamental physical needs, testing broker leasing habits, building a workspace strategy from scratch, and explaining why long-term leases dominated corporate real estate historically. | pass→pass | 53,207 | 24,639 | -54% | 1 | 1 | 0% | 7,251 | 3,772 | -48% | 0 | 0 | — |
▸case-05 Airport operations default to boarding commercial aircraft by back-to-front seat rows, which creates massive aisle congestion. We want to design passenger boarding starting purely from physical cabin dimensions, passenger luggage volume, and aisle motion physics. Evaluate standard gate boarding assumptions, construct an optimized flow from motion principles, and explain why gate staff stuck with row-based boarding. | fail→fail | 54,612 | 29,445 | -46% | 1 | 1 | 0% | 8,259 | 4,270 | -48% | 0 | 0 | — |
▸case-06 Emergency departments typically assign patients to waiting rooms using chronological arrival order after brief initial intake. We want to redesign emergency receiving based on physiology, patient severity vectors, and clinical resource timing. Challenge traditional waiting room queueing, design an intake concept strictly from physiological facts, and evaluate why time-based queues emerged in hospital administration. | pass→pass | 54,833 | 28,014 | -49% | 1 | 1 | 0% | 8,253 | 4,258 | -48% | 0 | 0 | — |
▸case-07 Our enterprise defaults to annual calendar budget cycles with department heads fighting for incremental percentage increases. We want to rebuild resource allocation from cash flow realities, project timelines, and true ROI return curves. Analyze traditional budget allocations, separate real fiscal boundaries from annual accounting habits, reconstruct a capital distribution model from ground truths, and address why annual cycles became standard. | pass→pass | 50,923 | 23,532 | -54% | 1 | 1 | 0% | 7,415 | 3,498 | -53% | 0 | 0 | — |
▸case-08 Grocery distributors route fresh produce through regional central warehouses, adding 48 hours of transit time before reaching urban stores. We want to rethink urban produce distribution based on biological spoilage rates, refrigeration physics, and local transit distances. Evaluate central warehousing habits versus physical freshness constraints, design a distribution pathway from thermal and perishability facts, and discuss why central warehouses were built initially. | fail→fail | 43,179 | 20,295 | -53% | 1 | 1 | 0% | 5,983 | 3,834 | -36% | 0 | 0 | — |
▸case-09 Higher education institutions default to 4-year, 120-credit hour degree programs for professional preparation. We want to design a career readiness model built solely on cognitive skill acquisition rates, core domain mastery, and practical application. Question traditional credit-hour requirements, construct a learning path from skill acquisition mechanics, and evaluate why 4-year credit hour structures became embedded. | pass→pass | 51,897 | 25,080 | -52% | 1 | 1 | 0% | 7,371 | 3,959 | -46% | 0 | 0 | — |
▸case-10 Hotels strictly enforce 3 PM check-in and 11 AM check-out times, leaving room inventory vacant for hours while guests wait. We want to redesign guest room access starting from housecleaning cycle times, lock security, and physical room turnover limits. Evaluate standard hotel schedule policies, rebuild a room access system from physical turnover velocity, and explain why rigid check-in times originated. | fail→fail | 26,467 | 24,921 | -6% | 1 | 1 | 0% | 4,045 | 3,728 | -8% | 0 | 0 | — |
▸case-11 Auto insurers price policies using broad demographic risk buckets like age, zip code, and gender. We want to redesign driver risk assessment starting from physical vehicle telemetry, actual miles driven, and driving mechanics. Evaluate demographic rating variables against real accident physics, build a risk pricing model from telemetry truths, and analyze why demographics were used historically. | pass→pass | 50,946 | 28,744 | -44% | 1 | 1 | 0% | 8,254 | 4,360 | -47% | 0 | 0 | — |
▸case-12 Home builders construct residential houses using stick-frame lumber assembled piece-by-piece outdoors on site. We want to redesign home construction based on material structural capacity, thermal efficiency, and weather exposure limits. Challenge traditional stick-framing practices, construct a building system from structural engineering truths, and examine why stick-framing became the dominant residential method. | pass→pass | 44,076 | 27,072 | -39% | 1 | 1 | 0% | 5,803 | 4,130 | -29% | 0 | 0 | — |
▸case-13 Enterprise support teams route customer issues through rigid tier-1 script operators who check basic troubleshooting checklists before escalating. We want to redesign customer support starting from root-cause issue complexity, self-service information resolution, and technical problem solving. Separate genuine resolution steps from script-reading habits, rebuild a support flow from issue resolution mechanics, and review why tier-1 scripting was instituted. | pass→pass | 33,961 | 22,450 | -34% | 1 | 1 | 0% | 5,950 | 3,692 | -38% | 0 | 0 | — |
▸case-14 Consumer electronics manufacturers charge smartphone batteries at fixed maximum wattage rates until full, causing heat degradation. We want to design charging protocols strictly from lithium-ion chemical degradation curves, ambient temperature, and heat dissipation dynamics. Evaluate standard fast-charging assumptions, rebuild a charging strategy from electrochemical facts, and explain why fixed wattage charging was standard. | pass→pass | 45,942 | 27,947 | -39% | 1 | 1 | 0% | 6,429 | 4,086 | -36% | 0 | 0 | — |
▸case-15 Pharma companies run clinical trials by recruiting patients to visit physical university hospital sites for periodic checkups. We want to rethink clinical trial execution based on continuous biomarker sensing, remote patient monitoring physics, and statistical sample validity. Evaluate physical site visit habits against remote data collection facts, design a trial process from physiological telemetry, and discuss why site-centered trials emerged. | fail→pass | 57,751 | 28,396 | -51% | 1 | 1 | 0% | 8,260 | 4,242 | -49% | 0 | 0 | — |
▸case-16 Academic publishers issue new textbook editions every two years with minor updates to kill the used book market. We want to design an educational content delivery model based on knowledge retention, update frequency of facts, and digital delivery mechanics. Question edition revision cycles, rebuild an authoring/distribution model from knowledge transfer facts, and analyze why physical edition cycles developed. | pass→pass | 38,547 | 28,808 | -25% | 1 | 1 | 0% | 5,047 | 4,260 | -16% | 0 | 0 | — |
▸case-17 Financial advisors charge retail clients a 1% annual fee on assets under management (AUM) for standard index portfolio allocation. We want to rebuild personal wealth advisory based on capital liquidity needs, tax efficiency math, and actual automated portfolio rebalancing costs. Question AUM percentage fees, construct an advisory fee structure from operational effort truths, and explain why 1% AUM became standard. | pass→pass | 32,566 | 25,989 | -20% | 1 | 1 | 0% | 4,876 | 4,190 | -14% | 0 | 0 | — |
▸case-18 Engineering orgs write comprehensive static documentation wikis that quickly become outdated and ignored by developers. We want to redesign software knowledge management based on code change frequency, developer lookup context, and cognitive load facts. Evaluate static wiki maintenance habits, build a documentation architecture from developer interaction facts, and explain why standalone wikis were created. | pass→pass | 40,306 | 21,071 | -48% | 1 | 1 | 0% | 6,180 | 3,873 | -37% | 0 | 0 | — |
▸case-19 Municipalities run diesel garbage trucks on fixed weekly calendar schedules regardless of bin fill levels. We want to redesign urban waste collection based on fill sensor telemetry, route distance optimization, and decay rates. Question fixed calendar pickup routines, design a collection model from real-time volume facts, and explain why fixed weekly routes developed historically. | pass→pass | 39,162 | 26,936 | -31% | 1 | 1 | 0% | 5,762 | 4,704 | -18% | 0 | 0 | — |
▸case-20 Please prepare a standard SWOT analysis (Strengths, Weaknesses, Opportunities, Threats) for a regional logistics company looking to expand into cold-storage warehousing. Provide a traditional 2x2 business evaluation without altering the established strategy framework. | pass→fail | 9,590 | 34,236 | +257% | 1 | 1 | 0% | 1,559 | 5,486 | +252% | 0 | 0 | — |
▸case-21 We are preparing for our SOC 2 Type II compliance audit for our cloud storage service. Please summarize the official Trust Services Criteria (Security, Availability, Processing Integrity, Confidentiality, Privacy) and list standard required control evidence for each category. | pass→fail | 27,325 | 32,383 | +19% | 1 | 1 | 0% | 3,719 | 5,163 | +39% | 0 | 0 | — |
▸case-22 Write a standard Operating Procedure (SOP) document for routine daily warehouse inventory auditing using industry standard double-count procedures. Follow standard ISO 9001 quality management formatting. | pass→pass | 28,972 | 33,703 | +16% | 1 | 1 | 0% | 4,181 | 5,117 | +22% | 0 | 0 | — |
▸case-23 Create a direct competitive comparison table comparing the top 3 commercial project management tools (Jira, Asana, Monday.com) across pricing tiers, integration support, and user permission controls. | pass→fail | 33,254 | 29,626 | -11% | 1 | 1 | 0% | 3,629 | 4,416 | +22% | 0 | 0 | — |