Finance Prompting Guide
100 AI Prompts for Finance Professionals
Prompt examples for budgeting, accounting, treasury, audit, risk, banking, investments, stakeholder communication, automation, and vendor review.
Last reviewed: July 2026
These AI prompts for finance professionals are practical starting points. Replace bracketed details, add your audience and context, and review the response before using it.
Who this guide is for
- Finance, accounting, audit, treasury, risk, banking, lending, investment, and compliance support teams
- Organizations building controlled AI workflows for financial work
- Staff who need prompts that force assumptions, source tracing, and human review
How to use these prompts
- Choose a prompt that matches the task.
- Replace bracketed placeholders with approved details.
- Add the audience, tone, format, length, and any required constraints.
- Ask the AI tool to list assumptions and flag missing information.
- Review, revise, and verify the output before using it.
Budgeting & Forecasting (Prompts 1-10)
1. Build a driver-based forecast
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a driver-based forecast outline that links revenue, volume, price, headcount and major cost drivers; include formulas, scenarios and missing inputs. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
2. Compare budget to actuals
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], build a budget-to-actual variance table; separate volume, price, mix, timing and one-time effects and flag variances requiring investigation. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
3. Create three planning scenarios
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], develop base, upside and downside scenarios with explicit assumptions, trigger points and sensitivity ranges. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
4. Stress-test a budget
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], stress-test the budget for [risk event]; identify exposed assumptions, liquidity effects, mitigations and leading indicators. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
5. Forecast operating expenses
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], organize an operating-expense forecast by fixed, variable, contractual and discretionary costs; identify seasonality and renewal dates. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
6. Plan workforce costs
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a workforce-cost planning model outline covering approved positions, vacancies, compensation, benefits, timing and scenario assumptions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
7. Analyze forecast accuracy
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], compare prior forecasts with actual results, calculate forecast error, identify systematic bias and recommend process improvements. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
8. Prepare a rolling forecast
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], design a [12/18]-month rolling forecast cadence, required inputs, owners, cutoff dates, controls and review checkpoints. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
9. Model a pricing change
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], outline a pricing-impact model covering demand assumptions, volume, mix, margin, customer effects and break-even points. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
10. Write a forecast narrative
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft an executive forecast narrative that explains changes, assumptions, risks and decisions without overstating certainty. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Financial Analysis & Management Reporting (Prompts 11-20)
11. Analyze financial statements
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], analyze the supplied income statement, balance sheet and cash-flow statement; reconcile relationships, calculate agreed ratios and flag anomalies. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
12. Create a monthly management report
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], outline a monthly management report with performance, drivers, cash, outlook, risks, actions and accountable owners. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
13. Explain margin movement
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], build a gross- or operating-margin bridge that separates price, volume, mix, input cost, labor and one-time items. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
14. Evaluate unit economics
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], calculate unit economics using the definitions provided; show contribution margin, acquisition cost, retention assumptions and sensitivities. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
15. Benchmark performance
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], design a benchmarking table using only named, dated and comparable sources; explain differences in definitions and periods. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
16. Analyze profitability by segment
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a segment-profitability approach with allocation rules, direct costs, shared costs and limitations clearly disclosed. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
17. Detect unusual trends
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], identify unusual changes or patterns in the supplied financial series and propose questions for human investigation rather than conclusions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
18. Prepare a KPI dictionary
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft a KPI dictionary with formula, data owner, source system, frequency, exclusions, controls and interpretation cautions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
19. Summarize a board finance pack
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], summarize the approved board materials into decisions, key movements, risks and open questions while preserving source references. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
20. Challenge an analysis
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], act as an independent reviewer and test this analysis for formula errors, inconsistent periods, double counting, unsupported causation and omitted risks. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Accounting, Close & Reconciliation (Prompts 21-30)
21. Draft a close checklist
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a period-end close checklist with task owners, dependencies, evidence, review levels and deadlines. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
22. Investigate a reconciliation difference
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], propose a step-by-step investigation plan for a reconciliation difference, including source documents and escalation thresholds. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
23. Document an accounting process
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], turn the approved process notes into a clear procedure with inputs, steps, controls, evidence, exceptions and approvals. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
24. Prepare an account reconciliation template
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], design an account-reconciliation template with book balance, support, reconciling items, aging, owner and reviewer sign-off. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
25. Review a journal-entry package
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], review the de-identified journal-entry package for missing support, inconsistent dates, unusual combinations and approval gaps; do not approve or post it. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
26. Draft a technical accounting research plan
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a research plan that identifies the transaction, questions, applicable authoritative literature to consult and documentation needed. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
27. Analyze close bottlenecks
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], map close-cycle delays, dependencies and rework; suggest controlled improvements and measurable targets. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
28. Create a chart-of-accounts mapping plan
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], outline a controlled mapping process between two charts of accounts, including validation, exceptions and review. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
29. Summarize an accounting memorandum
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], summarize the approved memorandum into issue, facts, guidance considered, conclusion, judgments and required disclosures. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
30. Build a disclosure checklist
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a disclosure-review checklist for [reporting framework and period], with authoritative citations to be confirmed by a qualified accountant. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Treasury, Cash Flow & Working Capital (Prompts 31-40)
31. Build a cash forecast
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a direct cash forecast by week using opening cash, expected receipts, disbursements and minimum-liquidity assumptions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
32. Analyze working capital
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], analyze receivables, inventory and payables drivers; calculate agreed measures and distinguish operational from timing effects. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
33. Review liquidity scenarios
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], develop liquidity scenarios with covenant or policy thresholds, funding options, trigger points and escalation owners. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
34. Prioritize collections
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], segment de-identified receivables by age, amount, dispute status and agreed policy; produce a review queue, not automated customer action. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
35. Assess payment timing
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], model approved payment-timing scenarios while preserving contractual obligations, critical suppliers and segregation of duties. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
36. Prepare a bank-fee review
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], organize bank fees by service, volume and period; flag changes, duplicate charges and questions for the bank. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
37. Draft a treasury dashboard
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], design a treasury dashboard covering cash position, forecast variance, liquidity, concentration, exposures and exceptions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
38. Analyze foreign-exchange exposure
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], inventory currency exposures, timing, natural offsets and sensitivities; do not recommend or execute a hedge. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
39. Review debt schedules
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], reconcile the supplied debt schedules to approved records and flag maturity, rate, covenant and classification questions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
40. Create payment-control questions
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft review questions for payment initiation, approval, callback verification, account changes and fraud escalation. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Audit, Controls & Documentation (Prompts 41-50)
41. Map a process and its controls
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a process-and-control matrix with risk, control objective, frequency, owner, evidence and test approach. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
42. Draft control test steps
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft test procedures for [control] with population, sample rationale, attributes, evidence and exception handling for auditor approval. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
43. Evaluate control design
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], assess whether the documented control addresses the stated risk; identify assumptions and questions without making a final audit conclusion. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
44. Summarize audit evidence
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], summarize only the supplied evidence, identify contradictions or gaps and link each statement to its source. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
45. Prepare a walkthrough agenda
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a walkthrough agenda covering people, systems, data flows, approvals, exceptions, evidence and follow-up items. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
46. Analyze exceptions
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], categorize de-identified control exceptions by type, cause, recurrence and potential impact; avoid unsupported conclusions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
47. Draft a remediation plan
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], turn an approved finding into actions, owners, milestones, evidence of completion and validation steps. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
48. Review segregation of duties
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], map roles and permissions against the approved segregation-of-duties rules and flag conflicts for human review. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
49. Create an audit request list
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft a precise, proportionate evidence request list for [scope and period], including format and ownership. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
50. Challenge audit documentation
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], review the workpaper draft for traceability, contradictory evidence, missing professional judgment and unsupported wording. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Risk, Fraud & Compliance Support (Prompts 51-60)
51. Build a finance AI risk register
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a risk register for the proposed AI use case covering data, consumer, model, cyber, fraud, vendor, operational and reputational risks. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
52. Threat-model an AI-enabled workflow
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], map assets, actors, trust boundaries, attack methods, controls and residual risks for the proposed workflow. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
53. Create a fraud red-flag checklist
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft a human-review checklist for deepfakes, impersonation, invoice changes, unusual urgency and payment-routing changes. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
54. Review a regulatory change
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], summarize the supplied official regulatory text by effective date, scope, obligations, uncertainties and implementation questions; cite exact sections. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
55. Draft a compliance monitoring plan
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a monitoring plan with requirement, control, evidence, owner, frequency, threshold and escalation path. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
56. Assess data-use risk
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], classify proposed inputs by sensitivity and permitted use under the organization’s approved policy; flag unresolved cases for privacy or legal review. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
57. Prepare an incident scenario
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a tabletop exercise for an AI-enabled fraud or data-leak event, including injects, decisions, communications and lessons learned. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
58. Review policy exceptions
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], organize de-identified exception requests by business need, risk, compensating control, duration, approver and review date. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
59. Design an AI control inventory
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], map each AI use case to owner, purpose, data, vendor, risk tier, validation, monitoring and retirement requirements. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
60. Draft an escalation brief
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], summarize the facts of a suspected compliance issue, known evidence, immediate containment, open questions and required decision-makers. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Banking, Lending & Credit Support (Prompts 61-70)
61. Prepare a credit-file checklist
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a checklist of required documents, dates, verification and unresolved items for qualified staff; do not score or decide the application. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
62. Explain a lending product
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft a plain-language explanation using only approved terms and disclosures; flag language requiring compliance review. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
63. Review adverse-action reason inputs
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], check whether the supplied reasons are specific, accurate and tied to the actual decision factors; do not invent or substitute reasons. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
64. Analyze portfolio trends
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], summarize de-identified portfolio performance by approved segments, vintage and period; flag fairness and data-quality questions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
65. Design fair-lending review questions
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft questions about data, proxies, outcomes, explainability, overrides and monitoring for counsel and compliance review. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
66. Summarize loan policy changes
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], compare two approved policy versions and list additions, removals, changed thresholds, affected roles and implementation tasks. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
67. Prepare a model-validation inquiry
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft questions about purpose, data lineage, performance, stability, limitations, overrides and monitoring for the validation team. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
68. Review customer correspondence
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], check the draft for accuracy, required disclosures, clear language, unsupported claims and appropriate escalation. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
69. Create servicing quality checks
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft quality-control checks for [servicing process], including consumer harm, timing, calculations, notices and exceptions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
70. Assess a lending vendor
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create due-diligence questions covering data, models, explainability, security, subcontractors, testing, audit rights and exit support. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Investments, Markets & Research (Prompts 71-80)
71. Structure an investment research memo
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], organize approved research into thesis, evidence, valuation inputs, risks, contrary indicators and unanswered questions; do not recommend a trade. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
72. Compare securities disclosures
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], compare supplied filings or prospectuses using dated citations; highlight differences without predicting performance. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
73. Build a scenario analysis
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create non-predictive scenarios for [asset or portfolio] using user-supplied assumptions and clearly show sensitivities. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
74. Check a performance calculation
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], recalculate supplied performance measures, confirm period and benchmark conventions, and flag missing fees or cash flows. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
75. Review a public communication
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], review the draft for balanced risk discussion, substantiated AI claims, required approvals and applicable communications rules. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
76. Summarize market developments
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], summarize only the supplied dated sources; separate reported facts, market interpretation and uncertainty. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
77. Prepare due-diligence questions
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft questions about strategy, governance, valuation, liquidity, concentration, conflicts, fees and operational controls. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
78. Analyze portfolio exposure
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], organize approved holdings data by requested exposure dimensions and disclose classification and look-through limitations. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
79. Create an investment committee agenda
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], build an agenda that records evidence, alternatives, conflicts, dissent, conditions and assigned follow-ups. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
80. Challenge an investment narrative
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], identify confirmation bias, unsupported causation, stale data, omitted downside cases and statements requiring substantiation. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Customer, Board & Stakeholder Communication (Prompts 81-90)
81. Explain financial results plainly
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], translate approved financial results for [audience] while preserving numbers, definitions, caveats and source references. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
82. Draft a board update
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft a concise board update covering performance, cash, outlook, risks, decisions and management actions. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
83. Prepare an earnings Q&A list
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], generate likely questions and fact-grounded draft responses using only approved public information. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
84. Rewrite a customer notice
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], rewrite the approved notice in plain language without changing legal meaning, terms, dates or required disclosures. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
85. Create a finance presentation outline
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], design a presentation flow with key message, evidence, charts, decisions and appendix; label forecasts and estimates. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
86. Draft data-visualization captions
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], write accessible captions that state period, unit, source, key movement and material limitations. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
87. Prepare a funding request
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft a decision memo with need, alternatives, cost, benefits, risks, assumptions and approval requested. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
88. Summarize meeting decisions
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], turn approved notes into decisions, owners, deadlines, dependencies and unresolved items. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
89. Review claims about AI
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], check every AI-related claim for evidence, scope, dates and approval; flag vague or potentially misleading statements. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
90. Create a FAQ
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft a finance FAQ using approved facts, clear definitions, escalation contacts and a review-expiration date. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Finance Operations, Automation & Vendor Review (Prompts 91-100)
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91. Assess an automation opportunity
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], map the workflow, volumes, error rates, controls, exceptions, data sensitivity and human approvals before recommending next steps. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
92. Write AI use-case requirements
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft requirements covering purpose, users, inputs, outputs, accuracy, controls, logging, security, accessibility and exit criteria. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
93. Evaluate an AI vendor
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a scored due-diligence checklist for governance, data rights, retention, training use, security, testing, explainability, subcontractors and exit. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
94. Design a pilot plan
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a limited pilot with approved data, baseline, success measures, risk controls, reviewers, stop conditions and post-pilot decision. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
95. Build an output-validation checklist
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft checks for numerical accuracy, source traceability, completeness, bias, prohibited content and required approvals. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
96. Create a human-approval workflow
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], map where a qualified person must review, challenge, approve, release or communicate an AI-assisted output. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
97. Document an AI system
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], create a system card with purpose, owner, users, data, limitations, testing, monitoring, incidents, changes and retirement plan. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
98. Plan ongoing monitoring
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], define performance, drift, error, override, complaint, fraud, security and vendor metrics with thresholds and escalation. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
99. Prepare a change assessment
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], compare the proposed model, prompt, data or vendor change with the approved baseline and identify required retesting and approvals. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
100. Create an AI retirement plan
Act as a careful finance support assistant. Using only approved, de-identified or synthetic information for [organization], [period] and [purpose], draft steps to preserve records, revoke access, migrate workflows, delete data as required, notify stakeholders and verify shutdown. State assumptions, definitions, formulas, dates and units. Trace every figure or claim to the supplied source. Separate fact from inference, flag missing information and uncertainty, and finish with a human-review checklist. Do not invent data, make a final regulated decision, execute a transaction or present the output as accounting, audit, tax, legal, investment, credit or compliance advice.
Prompting tips for better results
- Be specific about the role, audience, task, and format.
- Give the tool examples of the tone or structure you want.
- Ask for options when you are brainstorming.
- Ask follow-up questions instead of accepting the first draft.
- Check facts, policies, names, numbers, dates, and source material.
Frequently asked questions
Can AI make financial decisions for my organization?
No. AI may support research, drafting, and analysis, but authorized people remain responsible for decisions, controls, approvals, and communications.
Can I paste customer or company financial data into an AI tool?
Only when the organization has approved the tool and that specific data use. Otherwise, remove sensitive information or use synthetic data.
Are these prompts accounting, tax, legal, investment, or credit advice?
No. They are educational templates. Qualified professionals should review outputs for the facts, jurisdiction, standards, and regulated activity involved.
Authoritative references
Use these sources for policy, privacy, safety, or risk context. They do not replace your organization’s legal, compliance, or professional review.
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