Turns a monthly P&L into a one-page plain-English letter for the client. Use it when the financial package goes out and you want commentary instead of bare statements.
[CLIENT BUSINESS TYPE] ·[PRIOR PERIOD COMPARISON] ·[ONE ISSUE TO ADDRESS] ·[PERIOD] ·[P&L SUMMARY] ·[TONE NOTE]
## Context
You are drafting a monthly advisory letter for an accountant who serves small businesses. The client runs a [CLIENT BUSINESS TYPE]. The client skims, does not know accounting terms, and pays for insight, not statements. The letter goes out with the monthly financial package. The accountant will edit and sign it — every conclusion must be one the accountant can defend as their own.
## Task
Write a one-page advisory letter that turns this P&L into plain English. Cover, in order:
1. How the month went, in one sentence.
2. Revenue against [PRIOR PERIOD COMPARISON] and what drove the change.
3. The two or three expense lines that moved most, with the dollar impact.
4. Net income and the margin, stated as cents kept per revenue dollar.
5. One specific action the owner should take this month. Address this issue directly: [ONE ISSUE TO ADDRESS].
P&L summary for [PERIOD]:
[P&L SUMMARY]
## Standards
- 250 to 350 words. Short paragraphs under bold sub-heads.
- Translate every accounting term the first time it appears. Say what net income means before using the phrase.
- Use the client's actual numbers. Do not round so far a figure changes meaning.
- No praise padding. State what happened and what to do.
- Tone: [TONE NOTE].
- Flag any figure you computed yourself (percentages, differences) so the accountant can recheck it.
- End with one question that opens a conversation, not a pitch.
If any figure in the summary is unclear, missing, or contradicts another, ask before writing.
BEFORE YOU RUN IT
- Final P&L for the period — closed books, not a draft with pending entries
- Prior-period or prior-year P&L for the comparison
- One issue you already know you want raised (pricing, a cost creep, a tax move)
- Anonymize the client name and any identifying details, or confirm your AI tool is approved under your firm's confidentiality policy before pasting financials
- A note on the client's reading style — blunt, gentle, detail-hungry
VERIFY BEFORE IT LEAVES YOUR HANDS
- Recompute every percentage and dollar difference in your workpapers or a spreadsheet — AI arithmetic is unreliable
- Check each cause claim: did the AI invent a reason for a variance, or does it match what you know from the GL detail?
- Confirm the action item is one you would recommend yourself — the letter carries your professional judgment, not the AI's
- Verify no accounting jargon slipped through untranslated
- Confirm the margin figure matches your closed trial balance, not a rounded restatement
- Read it as the client: does anything sound like blame or a sales pitch?
Sample output
Sample output — AI-generated from sample inputs:
**How May went**
May was your strongest month this year. Revenue hit $48,200, up 12% from April, and you kept $6,940 of it as profit.
**Where the money came from**
Wedding bookings drove the gain. Event revenue rose $5,100 over April. Corporate lunch orders held flat near $9,000.
**What it cost you**
Food costs rose with revenue, which is normal. But they rose faster — 34% of sales in May against 31% in April. That three-point slide cost about $1,450 [recheck: computed]. Worth a look at supplier invoices before June events are quoted. Two other lines moved: the $1,200 van repair (one-time) and overtime running $800 above usual.
**Bottom line**
Net income — what the business earned after every cost — was $6,940, or 14 cents of each revenue dollar. April was 16 cents. Good month, slightly thinner margin.
**One thing to do this month**
Re-check per-plate pricing on summer weddings against current food costs. Quotes made in March used January prices.
Is there a week in June we can spend 30 minutes on summer pricing?
CUSTOMIZATION Set [TONE NOTE] per client — a contractor who likes it blunt gets a different letter than an anxious first-year owner. For clients on cash-basis books, swap the net income framing for cash kept. If you send this quarterly instead of monthly, raise the word cap in Standards and add a trend paragraph.
Year-over-Year P&L Narrative
Produces a comparison narrative for annual review meetings or year-end packages. Reach for it when the client asks how this year compared to last and a two-column statement won't answer it.
FREE WITH ACCOUNT Wraps your 13-week cash forecast in a narrative the owner can act on: where the low point is, why, and what to do. Use it whenever you deliver or refresh a rolling forecast.
[BUSINESS TYPE] ·[MINIMUM CASH FLOOR] ·[KNOWN UPCOMING ITEMS] ·[CASH BALANCE] ·[FORECAST DATA]
## Context
You are drafting the narrative that accompanies a 13-week cash flow forecast built by an accountant. The client runs a [BUSINESS TYPE]. The spreadsheet holds the numbers; this narrative holds the decisions. The owner reads it in five minutes and should know exactly what to do and when.
## Task
Write the forecast narrative. Cover:
1. Starting cash and the shape of the next 13 weeks in two sentences.
2. The low point: which week, how low, and the specific items that collide to cause it.
3. Whether the low point breaches the client's minimum cash floor of [MINIMUM CASH FLOOR], and by how much.
4. Two or three concrete moves to fix or soften the low point, in order of preference. Consider these known upcoming items: [KNOWN UPCOMING ITEMS].
5. The assumptions that matter most — what has to stay true for this forecast to hold.
Forecast data, current cash balance [CASH BALANCE]:
[FORECAST DATA]
## Standards
- 250 to 350 words. Bold sub-heads, short paragraphs.
- Name weeks by number and calendar date both.
- Every recommended move names who acts and by when.
- Do not invent inflows. If the forecast shows a gap with no fix in the data, say so plainly.
- State that figures come from the accountant's forecast model and the week-by-week numbers should be confirmed in the spreadsheet before acting.
If the forecast data has weeks missing or rows that do not sum, ask before writing.
BEFORE YOU RUN IT
- Your completed 13-week forecast — this prompt narrates a model, it does not build one
- Confirmed current bank balance, not the GL cash account if they differ
- The client's minimum cash floor (or set one now — payroll plus one month of fixed costs is a common start)
- Known one-time items in the window: tax deposits, insurance premiums, equipment purchases, loan maturities
- Anonymize customer and vendor names, or confirm your AI tool is approved under your firm's confidentiality policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Trace the stated low point back to your spreadsheet — confirm week number, date, and dollar figure match the model exactly
- Recompute the floor breach amount yourself; AI arithmetic is unreliable
- Confirm every recommended move is feasible — payment terms, dealer quote windows, and credit availability are facts the AI cannot know
- Check that no inflow appears in the narrative that is not in your model
- Verify the assumptions paragraph matches what your model assumes, not what the AI guessed
- Confirm the narrative tells the client to verify figures against the spreadsheet before acting
Sample output
Sample output — AI-generated from sample inputs:
**Where cash stands**
You start with $31,400 in the operating account. Over the next 13 weeks the forecast shows cash falling to a low of $9,800 in week 7 (the week of July 27), then recovering to about $27,000 by week 13.
**Why week 7 gets tight**
Three things land together: the quarterly insurance premium ($4,200), first payroll for the new apprentice, and the Denton Office Park job not paying until week 9 under its 45-day terms. None is a problem alone. Together they pull cash $2,200 under your $12,000 floor for about two weeks.
**What to do**
1. Ask Denton for a 50% progress payment by week 5 (Jim calls their PM by July 10). That alone keeps you above the floor.
2. If Denton declines, push the truck down payment from week 6 to week 10. The dealer quote holds through August.
**What this forecast assumes**
Service calls continue at the 8-week average of $6,100 per week. If July slows the way it did last year, the week-7 low gets deeper. We re-run this every Friday.
These figures come from the forecast model. Confirm the week-7 numbers in the spreadsheet before acting on either option.
CUSTOMIZATION For seasonal clients, extend Context with last year's same-quarter pattern so the assumptions section addresses seasonality. Retail and inventory businesses should add a purchasing-commitments variable. If the client has a line of credit, add its availability and covenant terms to the known items — draw recommendations change everything.
Profit vs Cash Explainer Letter
Explains to a client why profit and the bank balance moved in different directions. Use it the month a profitable client asks where the money went — the most common advisory question there is.
FREE WITH ACCOUNT Cash Runway Memo for a Tight-Cash Client
Drafts a direct memo for a client running low on cash: how many weeks remain and which options buy time. Use it when the situation is serious and the client needs clarity, not comfort.
FREE WITH ACCOUNT Seasonal Cash Plan Narrative
Turns monthly cash history into a season-by-season plan: how much to reserve in the fat months to cover the lean ones. Built for landscapers, retailers, tax practices, tourism — any client whose year breathes.
FREE WITH ACCOUNT KPI Dashboard Plain-English Explainer
Converts a monthly KPI dashboard into a one-page scorecard narrative the owner can read without a glossary. Use it as the cover page on any dashboard you deliver.
FREE WITH ACCOUNT KPI Selection Memo for a New Advisory Client
Drafts a memo proposing the five KPIs a client should track and why — the founding document of a recurring advisory engagement. Use it during onboarding or when upgrading a compliance client to advisory.
FREE WITH ACCOUNT Gross Margin by Service Line Narrative
Explains which products or service lines earn their keep and which only look busy. Use it when you've built margin-by-line analysis and need the client to understand it well enough to act.
FREE WITH ACCOUNT Margin Erosion Diagnostic Narrative
Walks through why gross margin has been sliding — price, cost, or mix — and writes the finding as a client-ready narrative. Use it when the trend is confirmed and the client needs to know which lever broke.
FREE WITH ACCOUNT All 142 prompts in this library are free with a VetsLearn account: every prompt, every checklist, synced to your account.
Unlock free with an account → Labor Cost and Margin Narrative for Service Firms
Explains how labor — the biggest cost a service business has — is tracking against revenue, and what headcount changes did to margin. Use it after a hire, a raise cycle, or whenever labor percent creeps.
FREE WITH ACCOUNT Cash Conversion Cycle Explainer Letter
Explains the client's cash conversion cycle — how many days a dollar stays trapped between paying for inputs and collecting from customers. Use it to open a working-capital engagement or justify one number on a dashboard.
FREE WITH ACCOUNT Quarterly Business Review Deck Outline
Builds a slide-by-slide outline for a quarterly business review meeting from the quarter's closed numbers. Reach for it when the close is done and the meeting is on the calendar.
FREE WITH ACCOUNT QBR Executive Summary Page
Drafts the one-page executive summary that fronts a quarterly review packet. Use it when the client gets a written packet before or instead of a meeting.
FREE WITH ACCOUNT QBR Talking Points and Anticipated Questions
Turns the quarter's numbers into spoken talking points plus the questions the client is likely to ask. Use it the day before the review meeting.
FREE WITH ACCOUNT Turns a variance table into a short plain-English story the owner can read in three minutes. The workhorse deliverable for monthly or quarterly advisory packages.
[CLIENT INDUSTRY] ·[OWNER FINANCIAL LITERACY] ·[PERIOD] ·[VARIANCE DATA] ·[MATERIALITY THRESHOLD] ·[LENGTH]
## Context
You are helping an accountant turn a budget-vs-actual report into a narrative for a small business owner. The client is a [CLIENT INDUSTRY] business. The owner's comfort with financial statements: [OWNER FINANCIAL LITERACY]. Reporting period: [PERIOD].
Variance data, verified by the accountant. Each material variance includes the known reason:
[VARIANCE DATA — line item, budget, actual, variance, reason]
Materiality threshold for this client: [MATERIALITY THRESHOLD].
## Task
Write a variance narrative of [LENGTH] that the owner can read in three minutes. Structure: a one-sentence verdict on the period, the two or three variances that matter and why they happened, what looks like noise versus what looks like a trend, and one question the owner should sit with before the next review.
## Standards
- Lead with the verdict. Do not open with "This report summarizes."
- Explain each material variance using only the reason provided. If a material variance has no reason attached, write [REASON NEEDED] — never invent one.
- Translate for the reader. "You spent $4,200 more on subcontractors than planned," not "unfavorable variance in COGS."
- Use only dollar figures and percentages from the data pasted. Compute no new ratios.
- Variances under the materiality threshold get one sentence total or none.
- Neutral on bad news. State it, explain it, move on. No alarm, no spin.
If the data is incomplete or the threshold is unclear, ask before writing.
BEFORE YOU RUN IT
- Final budget-vs-actual report from your accounting system — not a draft period
- A written reason for every material variance; if you do not know the reason, find out from the client first
- Your materiality threshold for this client, in dollars or percent
- Target length (300-400 words fits most monthly packages)
- Anonymize the client's financials or confirm your AI tool is approved under your firm's confidentiality policy
VERIFY BEFORE IT LEAVES YOUR HANDS
- Recompute every figure and percentage against the source report — AI arithmetic is unreliable, and variance narratives are dense with numbers
- Check variance direction on each item; favorable/unfavorable flips are the most common AI error in this deliverable
- Confirm every explanation traces to a reason you supplied — resolve any [REASON NEEDED] before sending
- Check that nothing below your materiality threshold got promoted into the story
- Confirm the noise-vs-trend calls match your own read; that judgment is yours, not the AI's
- Verify the period label is correct everywhere — wrong-month headers slip through
Sample output
Sample output — AI-generated from sample inputs:
May 2026 — Ridgeline Plumbing & Heating
The short version: a profitable month that cost more to deliver than planned, and the cost overrun is worth your attention.
Revenue came in at $94,300 against a budget of $88,000 — $6,300 ahead, driven by the two emergency commercial calls in the second week. That part of the month worked.
The variance that matters is subcontractor cost. You budgeted $11,000 and spent $15,200. The reason: both commercial jobs needed a licensed electrician, and your regular sub raised his day rate in April. Higher revenue brought higher cost with it — about 67 cents of each extra revenue dollar went out the door to subs.
Vehicle repairs ran $1,900 over budget. That is the second month in a row, and the same truck both times. This is starting to look like a trend, not noise. The office supplies and software overages are noise — small, one-time, ignore them.
One question to sit with before June's review: if commercial emergency work keeps coming, do you price it to cover the electrician sub at his new rate, or do you start declining the jobs that need one?
CUSTOMIZATION Set [MATERIALITY THRESHOLD] once per client and reuse it — consistency is what makes the narrative trustworthy month over month. For accrual-basis clients with timing variances, add a Standards line telling the AI to label timing differences as such. Nonprofit clients: swap budget-vs-actual for budget-vs-actual by program and add restricted funds to the data.
Year-to-Date Performance Story
Writes the year-so-far narrative: where the client stands against the annual plan and what the run rate says about year-end. Use it at mid-year or any quarter-end when the owner asks how the year is going.
FREE WITH ACCOUNT Mid-Year Reforecast Memo
Drafts the memo that tells a client the original budget no longer holds and presents the revised forecast. Use it when variances have compounded enough that the annual plan needs a reset.
FREE WITH ACCOUNT Price Increase Analysis Memo
Drafts the memo walking a client through a proposed price increase: margin impact, how much volume they can afford to lose, and a recommendation. Use it when a client asks 'should I raise prices?'
FREE WITH ACCOUNT Break-Even Analysis Explainer
Turns a break-even computation into a short explainer the owner can use for a decision. Use it when a client needs to see the floor — how much they must sell to cover costs.
FREE WITH ACCOUNT All 142 prompts in this library are free with a VetsLearn account: every prompt, every checklist, synced to your account.
Unlock free with an account → New Hire Affordability Scenario
Drafts a one-page scenario summary answering 'can I afford to hire?' Use it when a client wants to add headcount and needs the cash and break-even picture before deciding.
FREE WITH ACCOUNT Equipment Lease vs Buy Summary
Writes a side-by-side summary of leasing versus buying a piece of equipment, from the accountant's completed math. Use it when a client faces an equipment decision and the dealer is only showing them the monthly payment.
FREE WITH ACCOUNT Loan Affordability Scenario Summary
Writes a plain-English summary of whether a client can carry a proposed loan: payment against cash flow, coverage cushion, and what could go wrong. Use it before the client signs, not after.
FREE WITH ACCOUNT Benchmark Gap to Action Items
Turns the gaps from a benchmark comparison into a short list of investigations and actions for the client. Use it as the follow-up page after benchmark commentary — the 'so what do we do' page.
FREE WITH ACCOUNT All 142 prompts in this library are free with a VetsLearn account: every prompt, every checklist, synced to your account.
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