▸case-04 I'm evaluating whether our company should replace our first-tier customer support team with autonomous AI agents next quarter. It's on my radar because executive leadership pitched it as a major cost-cutting initiative at our all-hands meeting. I personally lean skeptical because our product has many edge cases, but our team's $200k annual budget and customer retention rates are on the line. Lay out the most committed optimistic argument and the sharpest pessimistic counter-argument without blending them. Then state the single pivotal question that resolves the dispute, ending with a realistic judgment and the evidence needed to confirm it. | pass→pass | 21,672 | 19,173 | -12% | 1 | 1 | 0% | 2,425 | 2,615 | +8% | 0 | 0 | — |
▸case-01 Calculate the net present value (NPV) for a proposed $1,000,000 solar panel installation over a 5-year period. The annual cash inflow is expected to be $300,000, the annual maintenance cost is $50,000, and the discount rate is 8%. Please show the step-by-step mathematical calculations and state the net present value. | pass→fail | 18,492 | 43,312 | +134% | 1 | 1 | 0% | 2,895 | 6,432 | +122% | 0 | 0 | — |
▸case-02 Write a 5-question user research survey script to gather feedback from active users of our enterprise project management software who recently adopted our new calendar integration feature. Focus on usability, performance, and missing capabilities. | pass→fail | 15,632 | 34,219 | +119% | 1 | 1 | 0% | 1,764 | 4,042 | +129% | 0 | 0 | — |
▸case-03 Draft a formal board decision memorandum summarizing the final board approval for acquiring a regional logistics company for $12 million. The memo needs an executive summary, acquisition terms, integration timeline, and signature block for the board secretary. | pass→fail | 21,782 | 47,447 | +118% | 1 | 1 | 0% | 2,746 | 6,729 | +145% | 0 | 0 | — |
▸case-05 I want to analyze the idea of quitting my software job to launch a niche micro-SaaS tool for podcasters. It came onto my radar after I built a weekend prototype and got 15 waitlist signups on Reddit, but I am genuinely unsure if this is real market demand or temporary internet noise. Six months of living savings and my steady salary are at stake. Please construct an uncompromising bull case and an unhedged bear case for this move, isolate the core deciding question that settles which side is right, and provide a grounded final assessment along with what proof would verify it. | pass→pass | 23,607 | 12,466 | -47% | 1 | 1 | 0% | 2,915 | 2,340 | -20% | 0 | 0 | — |
▸case-06 Help me evaluate an opportunity to purchase commercial land in an emerging suburban transit corridor. It's on my radar because the city council just approved a new light rail line nearby, and I currently lean positive on long-term growth in that district. Our syndicate has a $500,000 down payment at stake. Give me a full-strength optimistic case and an unreserved critical case side by side. Identify the single crucial question whose answer determines the outcome, and give me a practical final read detailing what specific data would settle the issue. | pass→pass | 22,784 | 23,958 | +5% | 1 | 1 | 0% | 2,739 | 2,658 | -3% | 0 | 0 | — |
▸case-07 I'm thinking about buying a commercial coffee roaster to start selling small-batch roasted beans online. It's on my radar because I've been home roasting for 3 years and friends love it, and I lean very optimistic about starting a specialty coffee brand. Give me a complete believer vs skeptic evaluation of this business idea. | fail→fail | 24,968 | 17,050 | -32% | 1 | 1 | 0% | 2,903 | 2,231 | -23% | 0 | 0 | — |
▸case-08 Evaluate whether our 50-person agency should transition all client work from custom WordPress builds to Webflow. It's on my radar because site delivery times are lagging and maintenance contracts are losing margin. $150,000 in annual recurring support revenue and client retention are at stake. Give me the full believer and skeptic analysis. | fail→fail | 30,401 | 15,955 | -48% | 1 | 1 | 0% | 3,495 | 2,485 | -29% | 0 | 0 | — |
▸case-09 Our series-B fintech startup is considering allocating 10% of our cash treasury ($2 million) into Solana. It's on my radar because a board member suggested high-yield staking, and I lean skeptical due to token volatility. Our company runway is at stake. Evaluate this move using committed bull and bear cases, state the single deciding question, and give a grounded read with proof criteria. | pass→pass | 21,998 | 15,656 | -29% | 1 | 1 | 0% | 2,681 | 2,159 | -19% | 0 | 0 | — |
▸case-10 Should our automotive investment firm buy equity in QuantumScape's solid-state battery manufacturing ramp? It's on my radar because recent lab results show 80% charge retention after 800 cycles, and I lean optimistic on solid-state tech. Our fund's $5 million growth allocation is at stake. Give me the uncompromising bull case, unhedged bear case, the single deciding crux, and a grounded read with necessary verification data. | pass→pass | 43,361 | 21,337 | -51% | 1 | 1 | 0% | 4,539 | 3,029 | -33% | 0 | 0 | — |
▸case-11 I'm evaluating whether our software enterprise should switch from proprietary LLM APIs to self-hosted Llama 3 open-weights models. It's on my radar because API spending reached $40k last month, and I am genuinely unsure if self-hosting will actually reduce total cost of ownership. $500k annual infra budget is at stake. Give me the strongest believer case, strongest skeptic case, single crux question, and grounded read. | pass→pass | 29,883 | 20,360 | -32% | 1 | 1 | 0% | 3,762 | 2,715 | -28% | 0 | 0 | — |
▸case-12 Evaluate whether our grocery venture fund should invest $1.5 million in a cultivated meat production start-up. It's on my radar after attending a commercial tasting demo, and I lean skeptical on consumer adoption. $1.5M in fund capital is at stake. Lay out the committed bull case, committed bear case, single crux question, and grounded read detailing what evidence would settle it. | pass→pass | 25,329 | 22,425 | -11% | 1 | 1 | 0% | 3,123 | 2,820 | -10% | 0 | 0 | — |
▸case-13 Our executive committee is considering mandating 4 days per week in-office for all 300 employees. It's on my radar because productivity metrics dropped 8% last quarter, and I lean believer that co-location restores alignment. Employee turnover and retention of top engineering talent are at stake. Give me an uncompromising bull case, unhedged bear case, the core crux question, and grounded assessment. | fail→pass | 22,104 | 18,652 | -16% | 1 | 1 | 0% | 2,592 | 2,425 | -6% | 0 | 0 | — |
▸case-14 I'm deciding whether to migrate our engineering team's standard development environment from VS Code to Neovim. It's on my radar because developer efficiency discussions are trending in our team retro, and I lean skeptical about productivity gains. Developer onboarding speed and sprint velocity are at stake. Give me the full bull case, full bear case, single crux question, and a grounded read. | pass→pass | 21,912 | 20,546 | -6% | 1 | 1 | 0% | 2,334 | 2,724 | +17% | 0 | 0 | — |
▸case-15 A business partner wants us to buy a multi-unit quick-service franchise territory in Austin. It's on my radar because population growth in that region is high, and I'm genuinely unsure about franchise operating margins. $800,000 of personal capital is at stake. Evaluate this with committed believer and skeptic cases, the single deciding crux question, and a grounded final assessment. | pass→pass | 25,643 | 22,461 | -12% | 1 | 1 | 0% | 2,718 | 2,654 | -2% | 0 | 0 | — |
▸case-16 Should our hospital system deploy Virtual Reality headsets for surgeon clinical training? It's on my radar because a pilot vendor claims 30% reduction in surgical errors, and I lean optimistic about VR simulation. $350,000 training budget is at stake. Give me the unhedged bull case, unhedged bear case, single crux question, and grounded read with necessary evidence. | pass→pass | 26,870 | 13,330 | -50% | 1 | 1 | 0% | 2,983 | 2,759 | -8% | 0 | 0 | — |
▸case-17 Evaluate building an indoor vertical hydroponic farm near Chicago. It's on my radar after receiving a pitch deck promising year-round leafy green yields, and I lean skeptical on energy cost sustainability. $2 million in investor funding is at stake. Provide a full bull case, full bear case, the single crux question, and a grounded read. | pass→fail | 21,808 | 17,801 | -18% | 1 | 1 | 0% | 3,075 | 2,452 | -20% | 0 | 0 | — |
▸case-18 A defense contractor program manager wants to switch a radar software project back from Agile to Waterfall development. It's on my radar because missing sprint milestones delayed a major test flight, and I lean positive on Waterfall's predictability for hardware integration. $5 million milestone payment is at stake. Give me the unhedged bull case, unhedged bear case, single crux, and grounded read. | pass→pass | 18,984 | 14,606 | -23% | 1 | 1 | 0% | 2,445 | 2,698 | +10% | 0 | 0 | — |
▸case-19 Our CTO proposed refactoring our e-commerce backend from 40 microservices back into a single monolithic codebase. It's on my radar because deployment failures doubled this year, and I lean believer in monolithic simplicity for our scale. System uptime and platform engineering headcount are at stake. Lay out the committed bull case, committed bear case, single crux question, and grounded read. | pass→pass | 24,553 | 19,241 | -22% | 1 | 1 | 0% | 2,764 | 2,631 | -5% | 0 | 0 | — |
▸case-20 An AI data center operator wants to contract with a Small Modular Reactor (SMR) startup for power off-take by 2028. It's on my radar because grid power constraints are bottlenecking expansion, and I'm genuinely unsure about nuclear licensing schedules. $100 million long-term PPA commitment is at stake. Evaluate with full bull case, full bear case, single crux question, and grounded read. | pass→fail | 18,851 | 16,410 | -13% | 1 | 1 | 0% | 2,997 | 2,380 | -21% | 0 | 0 | — |
▸case-21 Evaluate launching an online-only mattress brand in 2025. It's on my radar because supply chain contacts offer low unit costs, but I lean skeptical due to rising paid customer acquisition costs. $300,000 personal investment is at stake. Provide the unhedged bull case, unhedged bear case, single crux question, and grounded read. | pass→fail | 27,500 | 21,104 | -23% | 1 | 1 | 0% | 3,063 | 2,635 | -14% | 0 | 0 | — |
▸case-22 I'm considering replacing our full-time CFO ($250k salary) with a fractional CFO agency ($6k/month). It's on my radar because cost reduction is urgent, and I lean believer in fractional leadership for our stage. Financial governance and upcoming fundraising are at stake. Give me the bull case, bear case, single crux question, and grounded read. | pass→pass | 24,813 | 18,121 | -27% | 1 | 1 | 0% | 2,558 | 2,546 | -0% | 0 | 0 | — |
▸case-23 Our software studio is evaluating a 6-month trial of a 100-80-100 four-day workweek model. It's on my radar due to employee burnout complaints, and I lean skeptical on maintaining engineering output. Client SLA commitments and developer burnout are at stake. Provide a committed bull case, committed bear case, single crux question, and grounded read. | pass→pass | 23,062 | 17,530 | -24% | 1 | 1 | 0% | 2,485 | 2,512 | +1% | 0 | 0 | — |
▸case-24 Evaluate buying an existing micro-SaaS generating $3k MRR on Acquire.com for $100,000 cash. It's on my radar because I want immediate cash flow, and I lean believer that I can double revenue through search engine optimization. $100,000 in personal savings is at stake. Provide the full bull case, full bear case, single crux question, and grounded read. | pass→fail | 25,780 | 19,044 | -26% | 1 | 1 | 0% | 3,290 | 2,823 | -14% | 0 | 0 | — |
▸case-25 Our infrastructure team wants to rewrite our core C++ database engine in Rust. It's on my radar because memory safety vulnerabilities caused 3 production outages, and I lean optimistic about Rust's safety guarantees. Six months of engineering roadmap velocity are at stake. Give me the unhedged bull case, unhedged bear case, single crux question, and grounded read. | pass→pass | 24,808 | 20,866 | -16% | 1 | 1 | 0% | 2,733 | 2,951 | +8% | 0 | 0 | — |