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AI exercises for fp&a and financial analysts
122 AI exercises built from real tasks fp&a and financial analysts do every week. Each takes about 5 minutes: write the prompt, see the AI's answer, and get graded with one fix to try next.
Finance AI 122
- Age open requisitions as of today and flag the old onesFinance and accounting · Beginner · 5 minPremium
- Annualize the year-to-date revenue and show the gap to budgetFinance and accounting · Beginner · 5 minPremium
- Answer a board member's runway questions in a short Q&AFinance and accounting · Intermediate · 5 minPremium
- Answer managers' questions about a budget trim without promisesFinance and accounting · Intermediate · 5 minPremium
- Apply an inflation adjustment to non-labor budget lines onlyFinance and accounting · Beginner · 5 minPremium
- Bridge a unit cost increase by driver and check it tiesFinance and accounting · Intermediate · 5 minPremium
- Build a base, upside and downside table with the mathFinance and accounting · Beginner · 5 minPremium
- Build a CAC, LTV and payback table by channelFinance and accounting · Intermediate · 5 minPremium
- Build a four-week cash table and flag the week below the minimumFinance and accounting · Intermediate · 5 minPremium
- Build a gross margin bridge and check it ties to the reported figureFinance and accounting · Advanced · 5 minPremium
- Build a low, base and high full-year range against planFinance and accounting · Advanced · 5 minPremium
- Build an MRR waterfall with gross and net retentionFinance and accounting · Intermediate · 5 minPremium
- Check a department budget submission against four guardrailsFinance and accounting · Beginner · 5 minPremium
- Check a headcount plan for numbers that do not tieFinance and accounting · Advanced · 5 minPremium
- Check five claims on a draft slide against the data pageFinance and accounting · Beginner · 5 minPremium
- Check quoted prices against a price floor and flag the ones below itFinance and accounting · Intermediate · 5 minPremium
- Compare a shared cost allocation by headcount and by revenueFinance and accounting · Intermediate · 5 minPremium
- Compare actual headcount with plan by department and flag overagesFinance and accounting · Intermediate · 5 minPremium
- Compare contractor and employee cost for year one and keep it factualFinance and accounting · Intermediate · 5 minPremium
- Compare ramp-adjusted sales capacity with the bookings targetFinance and accounting · Intermediate · 5 minPremium
- Compare spend pace with time elapsed and project the year-endFinance and accounting · Beginner · 5 minPremium
- Compare three vendor quotes on a three-year cost basisFinance and accounting · Intermediate · 5 minPremium
- Compare trip costs with the per-trip budget and what remainsFinance and accounting · Beginner · 5 minPremium
- Compute a new hire's loaded cost for the part of the yearFinance and accounting · Beginner · 5 minPremium
- Compute an expected revenue value using the corrected probabilitiesFinance and accounting · Intermediate · 5 minPremium
- Compute break-even units and margin of safety at the new priceFinance and accounting · Intermediate · 5 minPremium
- Compute CAC, payback and LTV:CAC after a cost correctionFinance and accounting · Intermediate · 5 minPremium
- Compute cost per ticket by channel and overallFinance and accounting · Beginner · 5 minPremium
- Compute covenant headroom and flag it for counsel to confirmFinance and accounting · Advanced · 5 minPremium
- Compute days of cash using cash costs onlyFinance and accounting · Beginner · 5 minPremium
- Compute DSO and DPO after removing a non-trade balanceFinance and accounting · Intermediate · 5 minPremium
- Compute DSO, DIO, DPO and the cash conversion cycleFinance and accounting · Intermediate · 5 minPremium
- Compute each opex category as a share of the totalFinance and accounting · Beginner · 5 minPremium
- Compute opex as a percent of revenue with a restated quarterFinance and accounting · Beginner · 5 minPremium
- Compute remaining capex budget per project including commitmentsFinance and accounting · Intermediate · 5 minPremium
- Compute revenue per employee on average headcountFinance and accounting · Beginner · 5 minPremium
- Compute simple paybacks and spot the one that never pays backFinance and accounting · Intermediate · 5 minPremium
- Compute span of control and compare it with the target rangeFinance and accounting · Intermediate · 5 minPremium
- Compute team utilization and the hours needed to reach the targetFinance and accounting · Intermediate · 5 minPremium
- Compute the minimum cash buffer and the excess over itFinance and accounting · Beginner · 5 minPremium
- Compute the Rule of 40 score using the company's definitionFinance and accounting · Beginner · 5 minPremium
- Compute YTD and quarter revenue growth versus last yearFinance and accounting · Beginner · 5 minPremium
- Convert workload hours to FTE and show the staffing gapFinance and accounting · Beginner · 5 minPremium
- Cost a mid-year pay raise this year and next yearFinance and accounting · Beginner · 5 minPremium
- Document a revenue model in a fixed template for handoffFinance and accounting · Advanced · 5 minPremium
- Document two conflicting customer definitions without picking oneFinance and accounting · Advanced · 5 minPremium
- Draft a cost-cutting options memo that leaves the decision to the CFOFinance and accounting · Advanced · 5 minPremium
- Draft the Q3 finance page for the board deckFinance and accounting · Intermediate · 5 minPremium
- Email a department head about a variance without sounding accusatoryFinance and accounting · Beginner · 5 minPremium
- Email the CEO a runway number that excludes a one-time prepaymentFinance and accounting · Beginner · 5 minPremium
- Email the CEO about a hiring timing change with the dollar effectFinance and accounting · Beginner · 5 minPremium
- Estimate a bonus pool from adjusted operating incomeFinance and accounting · Intermediate · 5 minPremium
- Estimate a pricing change's MRR impact as a clean CSVFinance and accounting · Advanced · 5 minPremium
- Estimate quarterly commission using the current tiersFinance and accounting · Intermediate · 5 minPremium
- Estimate savings from a travel policy change with exempt trips removedFinance and accounting · Beginner · 5 minPremium
- Estimate the margin hit after passing part of a supplier increaseFinance and accounting · Intermediate · 5 minPremium
- Explain a price and volume sensitivity table to the VP of OperationsFinance and accounting · Beginner · 5 minPremium
- Fill a zero-based budget request card and mark what is missingFinance and accounting · Beginner · 5 minPremium
- Find inconsistencies across pages of a board packFinance and accounting · Intermediate · 5 minPremium
- Find the payback month for a launch with a build delayFinance and accounting · Intermediate · 5 minPremium
- Flag cost centers more than 5% over year-to-date budgetFinance and accounting · Intermediate · 5 minPremium
- Forecast collections from the AR aging using bucket collection ratesFinance and accounting · Intermediate · 5 minPremium
- Forecast renewals by removing known churn firstFinance and accounting · Advanced · 5 minPremium
- Forecast the bad debt provision and the change in the allowanceFinance and accounting · Intermediate · 5 minPremium
- Label five model formulas as Hardcode, Wrong range, Sign error or OKFinance and accounting · Intermediate · 5 minPremium
- List the decisions needed from the board with datesFinance and accounting · Beginner · 5 minPremium
- List the top risks with dollar exposure and leave out rumorsFinance and accounting · Beginner · 5 minPremium
- Measure discount leakage by deal and flag deals over the ceilingFinance and accounting · Intermediate · 5 minPremium
- Measure top-3 customer concentration after merging a parentFinance and accounting · Beginner · 5 minPremium
- Model three growth options for 12-month operating incomeFinance and accounting · Advanced · 5 minPremium
- Model three price increase scenarios with extra churnFinance and accounting · Intermediate · 5 minPremium
- Net the vacancy savings against backfill fees for three leaversFinance and accounting · Intermediate · 5 minPremium
- Prepare short answers to likely board questions from the results packFinance and accounting · Beginner · 5 minPremium
- Price an order on marginal tiers and show the average priceFinance and accounting · Intermediate · 5 minPremium
- Rank acquisition channels by payback monthsFinance and accounting · Intermediate · 5 minPremium
- Rank campaigns by return on ad spend without recommending budget movesFinance and accounting · Intermediate · 5 minPremium
- Rank segments by gross margin using a corrected revenue figureFinance and accounting · Intermediate · 5 minPremium
- Rank services projects by margin and flag the low onesFinance and accounting · Intermediate · 5 minPremium
- Rank three assumptions by revenue impact over their realistic rangesFinance and accounting · Intermediate · 5 minPremium
- Report contingency reserve used and remaining with the approval ruleFinance and accounting · Beginner · 5 minPremium
- Rewrite a finance paragraph in plain words for a non-finance directorFinance and accounting · Beginner · 5 minPremium
- Rewrite a jargon-filled finance summary for the CEO in plain wordsFinance and accounting · Beginner · 5 minPremium
- Roll a 12-month revenue total forward by one monthFinance and accounting · Beginner · 5 minPremium
- Score each owner's forecast error and flag the ones over 10%Finance and accounting · Intermediate · 5 minPremium
- Score five KPIs against target with a status labelFinance and accounting · Beginner · 5 minPremium
- Score forecast accuracy with MAPE and bias, using restated actualsFinance and accounting · Intermediate · 5 minPremium
- Screen capex requests against policy in a review tableFinance and accounting · Advanced · 5 minPremium
- Separate billings, revenue, cash and deferred revenue for one contractFinance and accounting · Intermediate · 5 minPremium
- Separate negotiated price savings from lower-volume savingsFinance and accounting · Advanced · 5 minPremium
- Show how in-year hires create a bigger full-year cost next yearFinance and accounting · Intermediate · 5 minPremium
- Show quarterly actuals plus a Q4 forecast against budgetFinance and accounting · Intermediate · 5 minPremium
- Show that a cost reclass moves gross margin but not operating incomeFinance and accounting · Intermediate · 5 minPremium
- Show that a margin drop comes from product mix, not ratesFinance and accounting · Intermediate · 5 minPremium
- Show the depreciation effect of a mid-year capital purchaseFinance and accounting · Intermediate · 5 minPremium
- Show three quarters of KPIs with change and direction, not good or badFinance and accounting · Beginner · 5 minPremium
- Size an FX shock on shekel payroll after the hedgeFinance and accounting · Advanced · 5 minPremium
- Size support agents needed from ticket volume and productivityFinance and accounting · Intermediate · 5 minPremium
- Sort a planning calendar by date and flag an owner conflictFinance and accounting · Beginner · 5 minPremium
- Split a materials variance into price and usageFinance and accounting · Intermediate · 5 minPremium
- Split a revenue variance into volume and price effectsFinance and accounting · Intermediate · 5 minPremium
- Spread a lease with free months and a step-up into a planning averageFinance and accounting · Advanced · 5 minPremium
- Spread an annual forecast by the revised seasonality indexFinance and accounting · Intermediate · 5 minPremium
- Spread three hires' costs across quarters with the latest start datesFinance and accounting · Intermediate · 5 minPremium
- Summarize the FY27 headcount plan for the CFOFinance and accounting · Intermediate · 5 minPremium
- Tell a budget owner what a renewal increase does to the budgetFinance and accounting · Beginner · 5 minPremium
- Test a budget transfer request against three rules and route itFinance and accounting · Beginner · 5 minPremium
- Total top vendor spend after merging a vendor listed twiceFinance and accounting · Beginner · 5 minPremium
- Turn a department budget request into a review checklistFinance and accounting · Intermediate · 5 minPremium
- Turn a Slack thread into KPI definitions as JSONFinance and accounting · Intermediate · 5 minPremium
- Turn planning notes into a forecast assumption registerFinance and accounting · Intermediate · 5 minPremium
- Weight a pipeline by stage and show the gap to targetFinance and accounting · Intermediate · 5 minPremium
- Write a CFO note that surfaces two conflicting burn numbersFinance and accounting · Advanced · 5 minPremium
- Write a four-line MBR narrative for support costsFinance and accounting · Intermediate · 5 minPremium
- Write a KPI definition card from a thread with a correctionFinance and accounting · Beginner · 5 minPremium
- Write a model change log entry with the impact mathFinance and accounting · Beginner · 5 minPremium
- Write a monthly business review narrative with three fixed sectionsFinance and accounting · Intermediate · 5 minPremium
- Write a short opex forecast flash note for the COOFinance and accounting · Beginner · 5 minPremium
- Write an ARR definition card that excludes one-time and usage revenueFinance and accounting · Beginner · 5 minPremium
- Write budget-vs-actual lines with the math and the right COGSFinance and accounting · Intermediate · 5 minPremium
- Write forecast drivers as plain-English assumptionsFinance and accounting · Intermediate · 5 minPremium
- Write Q3 opex variance lines that apply the controller's reclassFinance and accounting · Intermediate · 5 minPremium
- Write three questions for a budget owner about a varianceFinance and accounting · Beginner · 5 minPremium