Work Smarter, Not Harder: Top 5 AI Prompts Every Finance Professional in Chicago Should Use in 2025

By Ludo Fourrage

Last Updated: August 15th 2025

Finance professional using AI prompts on laptop with Chicago skyline in background

Too Long; Didn't Read:

Chicago finance teams can use five AI prompts in 2025 to cut 4–20+ hours weekly: AR/AP cash‑flow optimizer, KPI summaries (save 4–6 hours/month), board‑deck generator, AR aging prioritization (reduce bad‑debt), and a month‑end checklist (target 1–10 day close).

Chicago finance teams can stop treating AI as a buzzword and start using targeted prompts to shave hours off forecasting, speed month‑end close, and produce board‑ready liquidity narratives the same day; local momentum - University of Illinois Chicago Business being featured on NBC for classroom AI projects and an upcoming AI certificate - shows the region is investing in applied skills (NBC Chicago: UIC Business AI feature).

Real-world prompt libraries demonstrate tasks finance pros care about - refresh forecasts, flag GL anomalies, prioritize AR collections - so teams can turn spreadsheets into decisions quickly (Concourse: 30 AI prompts for finance teams).

For hands‑on training, Nucamp's AI Essentials for Work bootcamp (15-week) - Nucamp teaches prompt design and business workflows so finance staff in Illinois can deploy AI safely and practically.

AttributeInformation
ProgramAI Essentials for Work
Length15 Weeks
Cost (early bird / after)$3,582 / $3,942
Courses includedAI at Work: Foundations; Writing AI Prompts; Job Based Practical AI Skills
RegistrationRegister for AI Essentials for Work (Nucamp)

“If I was a 16‑year‑old kid and I needed to start a side hustle to make some money… I'd be all in on large language models like Chat GPT, Gemini, Meta.” - Mark Cuban (quoted in NBC5 Responds)

Table of Contents

  • Methodology - How We Selected the Top 5 Prompts
  • Cash Flow Optimizer (Treasury) - Practical Prompt for AR/AP Prioritization
  • Monthly KPI Summary (FP&A) - Turn P&L Into Actionable Insights
  • Board Deck Generator (CFO) - One-Slide Board Summary & Deep-Dive
  • AR Aging & Collections Prioritization (Accounts Receivable) - Targeted Collection Actions
  • Month-End Close Checklist (Controller) - Faster, Controlled Close
  • Conclusion - Getting Started in Chicago: Pilot, Secure, Scale
  • Frequently Asked Questions

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Methodology - How We Selected the Top 5 Prompts

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Selection prioritized prompts that solve high‑impact, Illinois‑specific finance pain points (AR/AP prioritization, month‑end close, FP&A board summaries) and that show measurable ROI in real use - Founderpath's library highlights prompts that

free “20+ hours per week” for teams and cut 4–6 hours from monthly board prep, making time savings a primary filter.

Each candidate prompt was validated against three practical gates: auditability (can outputs be traced, logged, and sampled), governance (human review points and change‑management controls), and accuracy checks; these governance steps follow Deloitte's recommended controls for AI in finance to preserve audit readiness (Deloitte AI governance guidance on FEI Daily).

Finally, prompts were tested for safe, incremental workflows - start small, verify each step, then chain tasks - consistent with DFIN's advice to have models work one step at a time and always require human review for financial reporting outputs (DFIN guidance on stepwise AI prompts for financial reporting).

The result: five prompts chosen because they (1) map directly to Chicago finance workflows, (2) demonstrate verifiable time and cost savings, and (3) meet audit and governance standards that Illinois controllers and CFOs require before scaling.

(Founderpath finance prompts time‑savings article)

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Cash Flow Optimizer (Treasury) - Practical Prompt for AR/AP Prioritization

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Chicago treasurers keen to protect runway can use a “Cash Flow Optimizer” prompt to turn AR/AP aging into immediate collection priorities and safe payment plans: for example, ask the model to “Act as a Sr.

treasury analyst” and produce a validated analytical report showing the top 10 customers most likely to convert to payment while flagging vendors safe to pay “on‑time” or at “+5/+10/+20 days” to preserve working capital - no manual spreadsheet wrestling required (Nilus Cash Flow Optimizer prompt for finance leaders).

Pairing that prompt with an automated reforecast - “Reforecast 13‑week cash flow using recent AR/AP” - lets teams update short‑term liquidity instantly and prioritize collections that extend runway without new financing (Concourse cash reforecast prompt for finance teams).

The practical payoff: attach AR/AP aging and current cash balances, get a ranked action list for collectors and a vendor‑payment heatmap, and free up treasury to negotiate one or two high‑impact fixes instead of hunting line‑by‑line.

PromptFiles to attachExpected output
Cash Flow Optimizer (Sr. treasury analyst)AR/AP aging reports, current cash balancesRanked top‑10 customers for collections; vendor payability buckets; tips to improve working capital

“Economic concerns dominate the CFO risk agenda. Inflation, interest rates, and liquidity; global economic slowdown; and local or regional slowdowns are the top three issues.” - Deloitte Insights 2025

Monthly KPI Summary (FP&A) - Turn P&L Into Actionable Insights

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Turn a dry P&L into an action plan by prompting an AI to

Act as a VP of Finance

and produce a Monthly KPI Summary that lists revenue, gross margin, OPEX, EBITDA and bulletized variance drivers versus plan - attach the current month's P&L and forecast variances for specificity and get an executive-ready narrative plus suggested next steps in minutes, not days (Nilus monthly KPI summary AI prompt).

In Chicago, that means FP&A can surface local receivables or cost pressures and hand leadership a one-page story with top three risks and recommended actions - enough to shave roughly 4–6 hours from monthly board prep when paired with a clear variance template and reviewer checks.

Focus KPIs on profitability, liquidity, and forecast accuracy (Workday's FP&A metrics map shows which KPIs drive decisions) and consider routing the AI output through an FP&A platform for automated visuals and drilldowns (Workday FP&A top metrics and KPI guide; Concourse AI prompts for finance teams and automation).

The result: a concise monthly snapshot that turns numbers into prioritized actions for collectors, ops, and the CFO.

KPIWhy it matters
RevenueTop‑line trend and driver analysis
Gross marginProduct/segment profitability
OPEX / EBITDACost control and operating leverage
Operating Cash FlowReal liquidity vs. accounting profit
Forecast AccuracyTrust in planning and variance root causes
DSO / CCCWorking capital and collection priorities

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Board Deck Generator (CFO) - One-Slide Board Summary & Deep-Dive

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CFOs can use a “Board Deck Generator” prompt to auto-build a one‑slide executive summary and a templated deep‑dive slide - attach recent KPI dashboards and the last board slides and the model will output a sub‑200‑word executive summary, 5–7 decision‑focused KPIs, cash runway, burn rate, and the top financial risks ready for the pre‑read (Nilus Board Deck Generator prompt for finance leaders; recommended files: KPI dashboards, prior board decks).

This approach mirrors best practice playbooks that put the big picture first and reserve meeting time for strategy: keep the pre‑read concise, surface ARR and runway for investor conversations, and highlight 3 actionable asks so boards can act rather than review (Abacum guide to board reporting that drives decisions; Mosaic 15‑minute board deck preparation guide).

The practical payoff for Chicago CFOs: cut slide‑prep from days to minutes, deliver a consistent template each quarter, and free board time for forward‑looking decisions instead of step‑by‑step number review.

SlidePurpose
Executive Summary200‑word big picture and decisions needed
Key Metrics / KPIs5–7 metrics tied to strategy (revenue, runway, margin)
Financial HighlightsRevenue, cash, variances vs. plan
Strategic UpdatesStatus of initiatives and risks
Actionable RecommendationsSpecific board approvals or guidance requested

AR Aging & Collections Prioritization (Accounts Receivable) - Targeted Collection Actions

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Turn a static AR aging report into an action plan by prompting AI to score invoices by age, likelihood-to-pay, and customer risk, then output a ranked collection queue with suggested contact method and a tailored payment‑plan script; attach the aging file or use a ready‑to‑use template to speed setup (HighRadius AR aging Excel template for accounts receivable aging) and rely on proven aging buckets to prioritize work (HubiFi guide to accounts receivable aging and prioritization).

For teams that still use spreadsheets, auto‑bucket and summarize in Excel (formulas and pivot examples here) before feeding results to the model so outputs remain auditable (Journal of Accountancy: dynamic accounts receivable aging in Excel).

Why it matters: older buckets carry much higher uncollectibility (example benchmarks range from mid‑teens to ~50% for 61–90 and 90+ day invoices), so smart triage directly reduces bad‑debt provisioning and frees cash for operations - faster, risk‑controlled outreach replaces blanket emailing and cuts wasted collector time.

Aging bucketPriority action
0–30 daysAutomated reminders; monitor
31–60 daysPhone follow‑up; offer short payment terms/discounts
61–90 daysDemand letter; propose payment plan; escalate account owner
90+ daysCollections/legal review; write‑off consideration

“You can't fix what you can't measure. With this toolkit, you'll learn how to take raw data, interpret it, and effectively communicate what it means for your business.” - Versapay

Fill this form to download the Bootcamp Syllabus

And learn about Nucamp's Bootcamps and why aspiring developers choose us.

Month-End Close Checklist (Controller) - Faster, Controlled Close

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Controllers running month‑end in Illinois can turn a chaotic sprint into a repeatable, auditable workflow by combining a clear checklist with front‑loaded work and targeted automation: gather and pre‑stage receipts, invoices, and GL detail before period end; reconcile cash and subledgers first; validate revenue recognition and accruals with contract schedules; then produce statements and require an independent final review for sign‑off (HighRadius month‑end close checklist).

Aim for a disciplined cadence - many guides recommend finishing the close within 5–10 days (and top teams compress to 1–2 days by pre‑closing and automating repeat tasks) (Prophix 10‑step month‑end close checklist best practices; Zenskar month‑end close process improvements).

One concrete control to adopt: set materiality thresholds (e.g., investigate variances over 0.5% of a balance or $10K) so reviewers focus on exceptions, not every line item - shorter close, fewer surprises, and audit‑ready books for tax and board deadlines.

TaskOwnerGoal
Pre‑close data collectionAccounting staff / AP & AROngoing before month‑end
Reconciliations (cash, AP, AR, inventory)AR/AP teams & ControllerEarly post‑close; clear exceptions
Revenue & accrual validation (ASC 606 checks)Controller / RevRec ownerMid‑close; documented schedules
Compile financial statementsFP&A / ControllerMid‑close; ready for review
Independent final review & closeAccounting manager / ControllerTarget: complete within 5–10 days (top teams: 1–2 days)

Conclusion - Getting Started in Chicago: Pilot, Secure, Scale

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Start small in Chicago: pilot one high‑value prompt (AR‑aging triage or the month‑end checklist) against real files, log decisions for auditability, and measure time saved - teams have reported shaving 4–6 hours from monthly board prep when prompts are paired with reviewer checks; if results are reliable, lock the workflow into approved tooling and scale across departments.

For secure pilots, use campus‑approved environments - see the University of Illinois Chicago AI resources and Microsoft 365 Copilot guidance for approved GenAI environments for non‑public university data (UIC AI resources and Microsoft 365 Copilot guidance) - and require human sign‑offs on financial outputs.

When ready to scale, invest in practical skills so staff design prompts and governance consistently: Nucamp's AI Essentials for Work is a 15‑week, workplace‑focused program that teaches prompt writing and safe deployment (early bird $3,582; Nucamp AI Essentials for Work (15-week) - registration).

Pilot, secure, scale - repeat with clear KPIs, audit trails, and training to turn one‑off wins into dependable, compliant productivity gains.

Step: Pilot - Action: Run one prompt (AR aging or month‑end), attach files, log outputs and reviewer notes - Resource: AR/Month‑end prompt examples from the internal playbook (see earlier sections).

Step: Secure - Action: Use approved environments; require human review and audit traces - Resource: University of Illinois Chicago AI resources and Microsoft 365 Copilot guidance (UIC AI resources and Copilot guidance).

Step: Scale - Action: Train staff on prompt design, governance, and chaining workflows - Resource: Nucamp AI Essentials for Work (15 weeks) course and registration (Nucamp AI Essentials for Work - register).

Frequently Asked Questions

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What are the top 5 AI prompts every finance professional in Chicago should use in 2025?

The article highlights five practical prompts: 1) Cash Flow Optimizer (Treasury) - prioritizes AR/AP and produces ranked collection and vendor payability buckets; 2) Monthly KPI Summary (FP&A) - turns P&L into an executive-ready one-page narrative with variance drivers and next steps; 3) Board Deck Generator (CFO) - creates a sub-200-word executive summary plus templated deep-dive slides and key KPIs; 4) AR Aging & Collections Prioritization (Accounts Receivable) - scores invoices by likelihood-to-pay and outputs a ranked collection queue with scripts; 5) Month-End Close Checklist (Controller) - codifies a repeatable, auditable close workflow to compress close times.

How do these prompts save time and demonstrate measurable ROI for finance teams?

Real-world libraries and pilots show these prompts shave significant hours from recurring tasks: teams reported cutting 4–6 hours from monthly board preparation and freeing many weekly hours for treasury and collections work. Examples include instantly reforecasting a 13-week cash flow, producing an executive-ready KPI snapshot in minutes, and reducing slide prep from days to minutes. Time savings translate to faster decisions, reduced bad-debt provisioning, and fewer manual spreadsheet tasks.

What governance, auditability, and safety checks should Illinois finance teams use when deploying these prompts?

Prompts were validated against three practical gates: auditability (log inputs/outputs, sample outputs), governance (human review points, change-management controls), and accuracy checks (reconciliation, spot-checks). Recommended steps: start with small pilots using approved environments (e.g., campus-approved or Microsoft 365 Copilot guidance), require human sign-off on financial reporting outputs, set materiality thresholds for reviewers, and keep decision logs for audit readiness following Deloitte/DFIN-style controls.

How should Chicago finance teams pilot and scale AI prompt workflows safely?

Follow a three-step approach: Pilot - run one high-value prompt (e.g., AR aging triage or month-end checklist) with real files, log outputs and reviewer notes, and measure time saved; Secure - use approved GenAI environments, enforce human reviews, maintain audit trails and access controls; Scale - lock validated workflows into approved tooling, train staff on prompt design and governance (e.g., Nucamp's 15-week AI Essentials for Work), and expand across departments with clear KPIs and change-management.

What files or attachments should be included when running these prompts to get auditable, useful outputs?

Attach relevant, structured source files for traceability: Cash Flow Optimizer - AR/AP aging reports and current cash balances; Monthly KPI Summary - current month P&L and forecast variances; Board Deck Generator - KPI dashboards and prior board slides; AR Aging & Collections - AR aging file or standardized template; Month-End Close - reconciliations, subledger detail, contract schedules for revenue/accrual validation. Pre-staging and using consistent templates improves auditability and repeatability.

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Ludo Fourrage

Founder and CEO

Ludovic (Ludo) Fourrage is an education industry veteran, named in 2017 as a Learning Technology Leader by Training Magazine. Before founding Nucamp, Ludo spent 18 years at Microsoft where he led innovation in the learning space. As the Senior Director of Digital Learning at this same company, Ludo led the development of the first of its kind 'YouTube for the Enterprise'. More recently, he delivered one of the most successful Corporate MOOC programs in partnership with top business schools and consulting organizations, i.e. INSEAD, Wharton, London Business School, and Accenture, to name a few. ​With the belief that the right education for everyone is an achievable goal, Ludo leads the nucamp team in the quest to make quality education accessible