▸case-01 Our sales intelligence team needs a standardized methodology for analyzing prospective B2B enterprise clients before discovery calls. We want to evaluate company size, recent news, technology stack, and key decision-makers. Please build a structured account research playbook that defines how analysts should gather data, order their steps, verify information accuracy, and determine when a profile is fully complete. | fail→pass | 22,633 | 20,657 | -9% | 1 | 1 | 0% | 3,694 | 3,388 | -8% | 0 | 0 | — |
▸case-02 We are setting up a repeatable framework to perform competitive analysis on mid-market SaaS competitors. The objective is to consistently track market positioning, product offerings, pricing models, and customer sentiment across our analyst team. Can you design a detailed research process that outlines the necessary data points, recommended information channels, step-by-step workflow, quality checks, and clear criteria for task completion? | fail→pass | 28,687 | 19,268 | -33% | 1 | 1 | 0% | 4,145 | 3,786 | -9% | 0 | 0 | — |
▸case-03 I need to establish a consistent research workflow for our venture investment team to evaluate early-stage AI startups. We need to collect financial health indicators, team background, and patent portfolios across dozens of target firms. Please construct an end-to-end operational research plan detailing what data to collect, logical sequence of investigation, verification safeguards, and final delivery standards. | fail→pass | 24,788 | 17,295 | -30% | 1 | 1 | 0% | 3,964 | 3,238 | -18% | 0 | 0 | — |
▸case-04 Can you research Datadog right now and provide their target market, pricing structure, and key executives for our upcoming meeting? | pass→fail | 9,603 | 25,381 | +164% | 1 | 1 | 0% | 1,864 | 2,685 | +44% | 0 | 0 | — |
▸case-05 We need the research executed immediately for Stripe Inc to pull their latest funding round, revenue estimates, and C-suite team. | pass→fail | 13,132 | 13,679 | +4% | 1 | 1 | 0% | 1,903 | 2,606 | +37% | 0 | 0 | — |
▸case-06 Perform a deep-dive investigation on Snowflake Inc right now to evaluate their current product features and major enterprise customers. | pass→fail | 26,625 | 13,099 | -51% | 1 | 1 | 0% | 3,933 | 2,531 | -36% | 0 | 0 | — |
▸case-07 Our corporate M&A team needs a standardized research process to systematically evaluate potential acquisition targets in the logistics software market. We need to analyze annual revenue, customer churn, debt load, and key technical leadership across multiple prospective companies. Please provide a structured operational workflow detailing data collection parameters, sequential steps, verification protocols, and definition of done. | fail→pass | 21,493 | 20,166 | -6% | 1 | 1 | 0% | 3,607 | 3,772 | +5% | 0 | 0 | — |
▸case-08 Our procurement division is establishing a repeatable framework for researching cybersecurity software vendors during RFP evaluations. We want to evaluate compliance certifications, SLA performance history, leadership stability, and pricing tiers across dozens of candidates. Please outline a standardized research methodology including required data points, step-by-step investigation order, data validation checks, and task completion standards. | fail→pass | 26,560 | 20,213 | -24% | 1 | 1 | 0% | 3,768 | 3,827 | +2% | 0 | 0 | — |
▸case-09 A commercial real estate advisory firm requires a repeatable investigation blueprint to evaluate regional restaurant franchise organizations for expansion. We need to analyze unit economics, geographic footprints, lease terms, and management background across several candidate brands. Construct a standardized research process with defined data needs, information channels, investigation sequence, quality controls, and completion standards. | fail→pass | 29,552 | 21,490 | -27% | 1 | 1 | 0% | 4,413 | 3,941 | -11% | 0 | 0 | — |
▸case-10 Our institutional investment group wants to build a standardized research procedure for evaluating ESG sustainability compliance across global manufacturing firms. We aim to assess carbon emission metrics, labor practice disclosures, board diversity ratios, and regulatory violations. Provide a structured research design with explicit metrics to capture, verification checks, investigation ordering, and output formats. | fail→pass | 29,172 | 20,504 | -30% | 1 | 1 | 0% | 5,248 | 4,380 | -17% | 0 | 0 | — |
▸case-11 A pharmaceutical business development team needs a consistent research framework to evaluate clinical-stage biotechnology firms for patent licensing. The framework must cover phase III trial results, IP patent expiration dates, regulatory filings, and executive background. Build an operational research workflow specifying required information, information sources, workflow sequence, data validation rules, and completion criteria. | fail→pass | 30,210 | 20,268 | -33% | 1 | 1 | 0% | 4,506 | 3,825 | -15% | 0 | 0 | — |
▸case-12 Our commercial banking division requires a standardized research process for vetting fintech lending partners. We need analysts to consistently gather credit loss ratios, regulatory compliance history, capital structure, and executive backgrounds. Please create a structured research methodology covering objectives, source channels, data fields, step sequence, validation rules, and completion criteria. | fail→pass | 30,903 | 16,337 | -47% | 1 | 1 | 0% | 5,118 | 3,095 | -40% | 0 | 0 | — |
▸case-13 A global supply chain organization needs a standardized research playbook for assessing financial solvency and geopolitical risks of tier-1 component suppliers. The playbook must direct team members on gathering balance sheet health, geographic facilities, trade sanction history, and key executive contacts. Produce a detailed research process detailing required data points, recommended sources, step-by-step sequence, validation procedures, and completion criteria. | fail→pass | 37,132 | 18,795 | -49% | 1 | 1 | 0% | 5,868 | 3,395 | -42% | 0 | 0 | — |
▸case-14 An education technology firm is creating a repeatable competitive analysis process to track higher education software vendors. Analysts need to systematically analyze product features, institutional pricing models, user reviews, and executive leadership. Design a standardized research procedure containing defined objectives, field requirements, sequential workflow, validation checks, and task completion criteria. | fail→pass | 21,934 | 18,602 | -15% | 1 | 1 | 0% | 3,687 | 3,457 | -6% | 0 | 0 | — |
▸case-15 An enterprise IT advisory firm needs a repeatable methodology for analyzing managed security service providers (MSSPs). The research needs to cover SOC response times, certification standards, pricing structures, and key leadership team profiles. Construct a standardized research plan with clear research objectives, source channels, data fields, workflow steps, quality checks, and completion benchmarks. | fail→pass | 26,286 | 20,256 | -23% | 1 | 1 | 0% | 4,087 | 3,472 | -15% | 0 | 0 | — |
▸case-16 A real estate technology fund wants to standardize its analyst research workflow for early-stage proptech companies. Analysts will research gross merchandise value, broker adoption rates, executive histories, and seed funding rounds across dozens of targets. Generate a structured research workflow defining target metrics, investigation sequence, quality validation checks, and delivery requirements. | fail→pass | 19,879 | 18,410 | -7% | 1 | 1 | 0% | 3,023 | 3,453 | +14% | 0 | 0 | — |
▸case-17 A healthcare conglomerate requires a standardized research framework to evaluate regional hospital networks prior to partnership talks. Required data includes bed capacity, Medicare reimbursement rates, malpractice litigation history, and executive board members. Please design a complete research process detailing source channels, data schema, logical step order, verification checks, and final criteria for task completion. | fail→pass | 25,285 | 16,595 | -34% | 1 | 1 | 0% | 4,663 | 3,197 | -31% | 0 | 0 | — |
▸case-18 A defense prime contractor needs a standardized research workflow to analyze secondary defense subcontractors for compliance and reliability. The research targets security clearances, past performance ratings, facility accreditations, and executive management backgrounds. Outline an operational research plan covering objectives, required fields, research sequence, verification steps, and completion criteria. | fail→pass | 23,319 | 18,090 | -22% | 1 | 1 | 0% | 4,044 | 3,692 | -9% | 0 | 0 | — |
▸case-19 A renewable energy fund needs a repeatable research methodology to audit solar and wind farm developers. Analysts must evaluate megawatt capacity pipelines, grid interconnection statuses, debt ratios, and leadership track records across multiple candidate firms. Draft a standardized research process with explicit data requirements, source channels, sequential workflow, validation rules, and completion criteria. | fail→pass | 27,387 | 29,446 | +8% | 1 | 1 | 0% | 4,673 | 4,146 | -11% | 0 | 0 | — |
▸case-20 An e-commerce brand aggregator needs a standardized research playbook for evaluating direct-to-consumer Shopify brands for potential buyout. The research scope includes monthly active buyers, return rates, inventory turnover, and founder backgrounds. Formulate a structured research process specifying objectives, source channels, required fields, step-by-step sequence, validation checks, and completion thresholds. | fail→pass | 31,475 | 18,277 | -42% | 1 | 1 | 0% | 5,529 | 3,478 | -37% | 0 | 0 | — |
▸case-21 A commercial shopping center developer needs a consistent research process to evaluate retail anchor tenants before executing long-term leases. The evaluation covers store count, credit ratings, foot traffic estimates, and corporate executive teams across prospective tenant chains. Design a standardized research process specifying required data points, information sources, workflow sequence, validation safeguards, and completion criteria. | fail→pass | 19,514 | 17,650 | -10% | 1 | 1 | 0% | 3,350 | 3,471 | +4% | 0 | 0 | — |
▸case-22 A chief marketing officer needs a repeatable research process for evaluating marketing automation platforms across the industry. The team will analyze API integration capabilities, pricing tiers, customer retention rates, and executive leadership across ten vendor candidates. Create a standardized research workflow that provides clear research objectives, source categories, required fields, workflow sequence, quality validation, and completion criteria. | fail→pass | 18,113 | 16,158 | -11% | 1 | 1 | 0% | 3,203 | 3,128 | -2% | 0 | 0 | — |
▸case-23 A chip design firm requires a standardized research process to evaluate silicon wafer suppliers and foundry partners. The research must systematically capture production yield rates, cleanroom certifications, financial liquidity, and management team credentials. Build a structured research process that includes research objectives, source channels, data fields, step sequence, verification steps, output formatting, and completion criteria. | fail→pass | 24,177 | 15,703 | -35% | 1 | 1 | 0% | 4,230 | 3,402 | -20% | 0 | 0 | — |
▸case-24 An insurance carrier needs a standardized research procedure for auditing managing general agents (MGAs) and insurtech partners. Analysts need to collect loss ratios, state licensing statuses, reinsurance backing, and executive team backgrounds. Provide an operational research process with clear field definitions, recommended sources, step sequence, validation rules, and completion criteria. | fail→pass | 18,837 | 17,123 | -9% | 1 | 1 | 0% | 3,489 | 3,318 | -5% | 0 | 0 | — |
▸case-25 A digital media investment fund needs a repeatable research framework for vetting indie gaming studios for seed funding. Required metrics include monthly active users, engine capabilities, platform revenue splits, and founder backgrounds. Construct a detailed research workflow specifying research objectives, information sources, data fields, investigation sequence, quality checks, and completion criteria. | fail→pass | 28,445 | 18,052 | -37% | 1 | 1 | 0% | 4,615 | 3,552 | -23% | 0 | 0 | — |