▸case-01 I need to conduct a mid-month ad spend review for our active paid media campaigns. Please analyze our planned versus actual expenditures, identify high and low efficiency channels, and propose a reallocation strategy to maximize overall pipeline while maintaining safety limits. Provide a updated budget plan, scenario projections, and the supporting rationale to present to our finance team. | fail→pass | 22,837 | 30,423 | +33% | 1 | 1 | 0% | 3,684 | 5,191 | +41% | 0 | 0 | — |
▸case-02 We are preparing budget reforecast scenarios for leadership due to recent shifts in campaign performance. Please generate a spend optimization proposal that shifts budget toward top-performing initiatives while factoring in experimental testing funds, and include a operational alignment checklist for downstream teams. | fail→pass | 33,821 | 18,307 | -46% | 1 | 1 | 0% | 2,549 | 2,849 | +12% | 0 | 0 | — |
▸case-03 We are evaluating our LinkedIn Sponsored Content ad sets against a target CPA of $150. Campaign Alpha currently sits at $135 CPA while Campaign Beta sits at $175 CPA. Should we immediately halt Campaign Beta and shift 100% of its budget into Campaign Alpha? | fail→pass | 12,510 | 11,575 | -7% | 1 | 1 | 0% | 1,735 | 2,079 | +20% | 0 | 0 | — |
▸case-04 Our retargeting audience list on Meta Ads shrank from 80,000 to 15,000 active users this month following a cookie policy change, but our monthly retargeting budget remains fixed at $20,000. Should we keep spending at this rate to maximize conversions? | pass→pass | 16,005 | 13,677 | -15% | 1 | 1 | 0% | 2,500 | 2,423 | -3% | 0 | 0 | — |
▸case-05 Our leadership wants every dollar of next quarter's $300k Google Ads allocation committed strictly to proven high-intent search keywords. How should we structure the quarterly plan to remain competitive with emerging ad formats? | pass→fail | 23,354 | 21,304 | -9% | 1 | 1 | 0% | 3,155 | 3,270 | +4% | 0 | 0 | — |
▸case-06 We are scaling our paid search campaign for demo requests next month, projecting an uptick from 100 to 450 inbound leads per week. What operational team check must be completed before launching this spend increase? | pass→pass | 10,498 | 5,017 | -52% | 1 | 1 | 0% | 1,508 | 1,008 | -33% | 0 | 0 | — |
▸case-07 We are launching a high-volume paid content campaign projected to drive 10,000 instant eBook downloads over a 48-hour window. What technical throughput validation should be completed downstream? | fail→fail | 17,040 | 13,099 | -23% | 1 | 1 | 0% | 2,731 | 2,156 | -21% | 0 | 0 | — |
▸case-08 Campaign Delta is converting well on Google Ads but is still in its machine learning calibration phase. We want to shave 85% off its daily budget today to fund an urgent flash sale campaign. What risk should we consider? | pass→pass | 11,141 | 10,436 | -6% | 1 | 1 | 0% | 1,564 | 1,754 | +12% | 0 | 0 | — |
▸case-09 Our Google Analytics 1-day click reporting shows a higher CPA than Meta Ads Manager 7-day click and 28-day view reporting. How should we align reporting windows before making reallocation decisions? | pass→pass | 17,520 | 14,318 | -18% | 1 | 1 | 0% | 2,535 | 2,528 | -0% | 0 | 0 | — |
▸case-10 Our paid media manager identified an opportunity to move $75,000 from underperforming YouTube campaigns into high-ROI Google Search campaigns mid-month. What governance checkpoint is required before executing this shift? | pass→pass | 9,396 | 4,792 | -49% | 1 | 1 | 0% | 1,493 | 1,044 | -30% | 0 | 0 | — |
▸case-11 A bid strategy error on Google Ads caused a campaign to spend three times its weekly allocation over a weekend. What guardrail mechanism prevents this during mid-flight flighting? | fail→pass | 15,357 | 8,384 | -45% | 1 | 1 | 0% | 2,109 | 1,454 | -31% | 0 | 0 | — |
▸case-12 During end-of-quarter audits, finance leadership questioned why $40,000 was moved from display ads to paid social in week two. What procedural standard ensures clear accountability for budget changes? | pass→pass | 8,706 | 9,062 | +4% | 1 | 1 | 0% | 1,289 | 1,604 | +24% | 0 | 0 | — |
▸case-13 We are setting up our initial monthly paid media review sheet. Which set of core operational metrics must be tracked together to evaluate health against plan? | pass→pass | 13,980 | 7,221 | -48% | 1 | 1 | 0% | 2,124 | 1,320 | -38% | 0 | 0 | — |
▸case-14 When presenting alternative budget distribution options to the CFO, what analytical artifact should be created to illustrate potential outcomes of shifting funds between channels? | pass→pass | 14,472 | 8,752 | -40% | 1 | 1 | 0% | 2,052 | 1,657 | -19% | 0 | 0 | — |
▸case-15 Our agency manages spend across Meta, Google Ads, and Looker Studio BI dashboards. What standard operational artifact should be established so team members know how to set up overspend warnings across platforms? | pass→pass | 10,744 | 8,943 | -17% | 1 | 1 | 0% | 1,602 | 1,523 | -5% | 0 | 0 | — |
▸case-16 Our retargeting audience ad frequency reached 14 impressions per user this week and conversion rates dropped by 30%. What immediate budget adjustment addresses this problem? | pass→pass | 8,349 | 7,350 | -12% | 1 | 1 | 0% | 1,264 | 1,388 | +10% | 0 | 0 | — |
▸case-17 A sudden market shift increased our Google Ads CPL by 40% mid-month. What sequential framework steps should our team follow to handle this performance shift? | fail→pass | 16,699 | 8,992 | -46% | 1 | 1 | 0% | 2,241 | 1,725 | -23% | 0 | 0 | — |
▸case-18 We are setting up a Shopify store and need technical instructions on how to install Meta Pixel base code, configure the Purchase event script, and verify domain setup in Business Manager. Can you write the implementation guide? | fail→fail | 22,564 | 14,773 | -35% | 1 | 1 | 0% | 3,950 | 2,745 | -31% | 0 | 0 | — |
▸case-19 We are launching a campaign for our HR software platform. Please draft 4 Google Search ad headlines under 30 characters and 2 ad descriptions under 90 characters highlighting employee onboarding speed. | fail→fail | 7,288 | 6,239 | -14% | 1 | 1 | 0% | 1,361 | 1,469 | +8% | 0 | 0 | — |
▸case-20 Our VP of Sales wants to restructure the enterprise Account Executive compensation plan, moving from a 70/30 base-to-variable split to a 50/50 split with accelerators at 120% quota. Please outline this incentive compensation structure. | fail→fail | 18,551 | 20,072 | +8% | 1 | 1 | 0% | 3,026 | 3,530 | +17% | 0 | 0 | — |
▸case-21 Our finance team wants a standardized budget tracking layout for our monthly ad spend reviews. What core financial components must be organized in the spreadsheet template? | pass→pass | 15,620 | 13,248 | -15% | 1 | 1 | 0% | 2,416 | 2,260 | -6% | 0 | 0 | — |
▸case-22 We have a $200,000 monthly ad spend allocation. Exactly how much of this total monthly allocation should be set aside for rapid channel experiments? | pass→pass | 12,029 | 3,329 | -72% | 1 | 1 | 0% | 1,868 | 852 | -54% | 0 | 0 | — |
▸case-23 Our ad campaigns frequently run over budget during holidays when team members are offline. What automated safeguard should be applied directly in the ad platforms to strictly enforce maximum daily spend limits? | pass→pass | 13,098 | 8,361 | -36% | 1 | 1 | 0% | 1,942 | 1,407 | -28% | 0 | 0 | — |