▸case-01 I need to draft the finance section for our Q3 board presentation. Here are the figures: Q3 Revenue was $12.5M compared to a $10.0M budget. OPEX came in at $8.0M vs $7.0M budget. EBITDA was $2.1M, and cash balance stands at $15.0M with 18 months of runway. Core theme: Enterprise account expansion accelerated significantly, driving top-line growth despite higher customer acquisition spend. Please format this into a complete executive narrative that includes a headline summary, top-line commentary, margin and cost analysis, cash position, a structured breakdown of key variances with root causes and action items, and forward-looking expectations. | fail→pass | 14,101 | 14,573 | +3% | 1 | 1 | 0% | 2,987 | 3,638 | +22% | 0 | 0 | — |
▸case-02 Help me write our annual update for investors using these FY2024 results: ARR hit $4.2M (prior year $2.1M), Gross Margin reached 78%, EBITDA was -$1.1M, and net cash burn was $1.5M leaving $3.8M in the bank. Main takeaway: Core software sales doubled while unit economics improved. I need a narrative report covering an executive summary, revenue performance drivers, cost structure insights, liquidity/runway overview, specific variance explanations with remedies, and future guidance on risks and opportunities. | fail→pass | 17,758 | 12,849 | -28% | 1 | 1 | 0% | 3,074 | 3,227 | +5% | 0 | 0 | — |
▸case-03 Can you turn these monthly operational P&L numbers into a clear report for our leadership team? November results: Revenue $850k (vs $920k target), COGS $310k (vs $280k target), EBITDA $120k. Main story: Temporary supplier delays pushed out deliveries and squeezed operational margins. Please write this up with an overarching summary, revenue analysis, cost and margin commentary, working capital updates, line-item variance explanations detailing impact and remedies, and next month's forecast outlook. | fail→pass | 14,494 | 12,034 | -17% | 1 | 1 | 0% | 2,877 | 3,125 | +9% | 0 | 0 | — |
▸case-04 Calculate the Discounted Cash Flow (DCF) valuation and Weighted Average Cost of Capital (WACC) for Apex Corp given: Free Cash Flows of $10M, $12M, $15M over the next 3 years, terminal growth rate of 2.5%, cost of equity 10%, cost of debt 5%, and a 70/30 equity-to-debt ratio with a 21% tax rate. | pass→fail | 11,052 | 9,670 | -13% | 1 | 1 | 0% | 2,973 | 3,002 | +1% | 0 | 0 | — |
▸case-05 Provide the formal accounting debit and credit journal entries under US GAAP for a SaaS company receiving $120,000 upfront cash payment for an annual software subscription on January 1, including the monthly recognition entry for January 31. | pass→pass | 5,121 | 6,126 | +20% | 1 | 1 | 0% | 1,215 | 1,996 | +64% | 0 | 0 | — |
▸case-06 Write Excel cell formulas to link the Income Statement net income to the Cash Flow Statement starting line, and connect the ending cash balance from the Cash Flow Statement to the Balance Sheet cash account. | pass→pass | 7,738 | 6,809 | -12% | 1 | 1 | 0% | 1,623 | 2,097 | +29% | 0 | 0 | — |
▸case-07 Draft an executive finance narrative for CloudTech's Q2 results: Revenue was $5.0M (budget $5.0M), Marketing Expense was $1.8M (budget $1.2M — a 50% increase due to an aggressive campaign), and EBITDA was $800k (budget $1.1M). Provide full commentary with variance analysis. | fail→fail | 14,624 | 11,851 | -19% | 1 | 1 | 0% | 2,895 | 2,770 | -4% | 0 | 0 | — |
▸case-18 Write a revenue narrative for RetailCo based on these figures: Q4 Revenue was $18M vs $15M prior year. The expansion was driven by opening 4 new regional stores and launching an online store. | pass→pass | 7,744 | 10,212 | +32% | 1 | 1 | 0% | 1,373 | 2,372 | +73% | 0 | 0 | — |
▸case-08 Prepare a management commentary for Northwind Retail's Q1 performance ($3M actual revenue vs $2.8M prior year) and forecast for Q2 (projected $3.5M if store foot traffic holds). Ensure proper temporal phrasing across past performance and future predictions. | pass→pass | 9,627 | 10,621 | +10% | 1 | 1 | 0% | 1,771 | 2,473 | +40% | 0 | 0 | — |
▸case-09 Write a financial commentary for Acme Corp's annual board pack. Figures: Revenue grew 35% to $45M, Gross Margin expanded from 60% to 68% due to supply chain automation, and Net Profit reached $6M. The core message is that automation investment successfully unlocked operational leverage. | pass→pass | 7,051 | 10,106 | +43% | 1 | 1 | 0% | 1,609 | 2,540 | +58% | 0 | 0 | — |
▸case-10 Write a financial report section on costs for bio-tech startup BioGen. Total OPEX was $4.5M, which included a non-recurring $1.2M litigation settlement fee alongside routine clinical trial research costs of $3.3M. | pass→pass | 8,803 | 7,271 | -17% | 1 | 1 | 0% | 1,484 | 1,902 | +28% | 0 | 0 | — |
▸case-11 Prepare a variance breakdown for our operational updates: Software License revenue missed target by $200k because a major contract closed on the 1st of the following month, whereas hosting costs exceeded target by $50k due to permanent cloud infrastructure price increases. Explain these variances clearly. | pass→pass | 8,845 | 6,703 | -24% | 1 | 1 | 0% | 1,729 | 1,826 | +6% | 0 | 0 | — |
▸case-12 Draft a board commentary variance breakdown for travel startup Nomad Inc: Customer support expenditure exceeded budget by $150,000 due to manual booking handling during peak season. Address this variance in full operational detail. | pass→pass | 15,838 | 14,291 | -10% | 1 | 1 | 0% | 2,555 | 2,896 | +13% | 0 | 0 | — |
▸case-13 Generate a cash and balance sheet update for early-stage fintech PayQuick. Current cash balance is $2.4M, with a net monthly cash burn rate of $200k. Provide the executive narrative for investors. | pass→pass | 13,190 | 8,068 | -39% | 1 | 1 | 0% | 2,366 | 2,006 | -15% | 0 | 0 | — |
▸case-14 Write the costs and margins narrative section for SolarGrid Inc: Q1 Revenue $10M, COGS $4M; Q2 Revenue $12M, COGS $4.2M. Analyze gross margin performance for the management team. | pass→pass | 10,476 | 7,901 | -25% | 1 | 1 | 0% | 1,991 | 2,021 | +2% | 0 | 0 | — |
▸case-15 Author the financial results narrative for Zenith Logistics. EBITDA rose from $1.5M to $2.8M on $20M revenue, primarily driven by route optimization software reducing fleet fuel usage by 18%. | pass→pass | 9,354 | 11,177 | +19% | 1 | 1 | 0% | 1,724 | 2,552 | +48% | 0 | 0 | — |
▸case-16 Draft the forward-looking section of an investor narrative for SaaS vendor CloudScale. Q3 went well, but Q4 faces potential headwinds from extended enterprise sales cycles while expanding into APAC offers upside potential. | pass→pass | 12,089 | 7,309 | -40% | 1 | 1 | 0% | 1,874 | 1,689 | -10% | 0 | 0 | — |
▸case-17 Write a financial report headline summary for the Board of Directors of HealthTech Solutions regarding a $500k increase in bad debt reserve following a client bankruptcy, contextualizing the strategic impact. | pass→pass | 7,657 | 5,019 | -34% | 1 | 1 | 0% | 1,263 | 1,412 | +12% | 0 | 0 | — |
▸case-19 Draft the financial narrative section on cost movements for Delta Manufacturing, covering raw material price surges and warehouse automation savings. | pass→pass | 12,504 | 9,166 | -27% | 1 | 1 | 0% | 1,909 | 2,113 | +11% | 0 | 0 | — |
▸case-20 Construct a forward-looking financial commentary for Urban Mobility Corp following strong H1 performance ($10M EBITDA vs $7M budget), noting that full-year EBITDA guidance is being upgraded from $15M to $19M. | pass→pass | 10,213 | 11,742 | +15% | 1 | 1 | 0% | 1,785 | 2,713 | +52% | 0 | 0 | — |
▸case-21 Compose a cash position narrative for FastFreight Corp. Cash decreased by $800k despite positive net income of $1.2M, because accounts receivable increased by $2.0M due to delayed customer collections. | pass→pass | 9,007 | 8,163 | -9% | 1 | 1 | 0% | 1,551 | 2,044 | +32% | 0 | 0 | — |
▸case-22 Write a concise headline summary for CyberGuard's annual financial report: Revenue $30M (+20%), Gross Margin 82%, EBITDA $5M. Headline theme: High-margin SaaS transition drives record profitability. | fail→pass | 3,615 | 4,025 | +11% | 1 | 1 | 0% | 702 | 1,293 | +84% | 0 | 0 | — |