Prompt Details
Model
Chat - (gpt-5.6)
Token size
2,603
Example input
[BUSINESS UNIT RESULTS]: Revenue actual: USD 1.8M Budget: USD 2.0M Gross margin actual: 36% Budget: 38%
[OPERATING DRIVERS / KPIs]: Sales volume down 7%. Average selling price up 3%. Pipeline remains close to plan.
[KNOWN CONTEXT / MANAGEMENT INPUT]: Sales director says two large customer orders were delayed.
[REVIEW OBJECTIVE / AUDIENCE]: Monthly review with sales director. Focus on revenue recovery and forecast impact.
Example output
Finance Business Partner Review Brief
Audience: Sales Director Monthly Review
Focus: Revenue recovery and forecast impact
1. Business Performance Snapshot
Overall Position: Behind
Main Performance Issue:
Revenue is below budget by USD 0.2M (-10%), driven by lower sales volume, with the underlying cause requiring further validation.
Main Positive Driver:
Average selling price increased by 3%, partially supporting revenue performance despite lower volume.
Largest Unresolved Question:
Whether the delayed customer orders represent a timing issue that will recover or a structural revenue risk requiring forecast adjustment.
Most Important Decision / Action:
Validate the timing and probability of delayed customer orders being converted into revenue and assess whether forecast assumptions remain realistic.
Additional Observations:
Gross margin is below budget by 2 percentage points (36% actual vs 38% budget), requiring understanding of margin drivers.
Pipeline remains close to plan, which provides some support for future recovery but does not confirm revenue recovery.
The relationship between volume decline and customer order delays requires verification.
2. Priority Review Table
Priority Issue Financial Result Operating Evidence Explanation Status Management Need
P1 — Decision / Material Risk Revenue shortfall Revenue USD 1.8M vs USD 2.0M budget (-USD 0.2M) Sales volume down 7%; delayed large customer orders reported Partially Supported Decide
P2 — Performance Challenge Gross margin below plan Margin 36% vs 38% budget (-2 pts) No detailed margin drivers provided Unknown Verify
P2 — Performance Challenge Volume decline Sales volume decreased 7% Two large customer orders delayed (management explanation) Partially Supported Discuss
P3 — Monitor / Inform Pricing improvement Average selling price increased 3% Pricing KPI improved Supported Monitor
P3 — Monitor / Inform Pipeline position Pipeline close to plan No further pipeline conversion data provided Supported but insufficient for recovery conclusion Monitor
3. Driver Diagnosis
Issue 1 — Revenue Below Budget (P1)
What Happened
Revenue achieved USD 1.8M compared with USD 2.0M budget, resulting in a USD 0.2M unfavorable variance.
Financial Effect
Revenue shortfall: USD 200K
Potential impact on gross profit depending on margin of delayed sales.
Operating Driver
Sales volume declined 7%.
Evidence Status
Partially Supported
Evidence available:
Volume reduction confirmed.
Management reported two delayed customer orders.
Missing:
Customer-level revenue gap analysis.
Expected value and timing of delayed orders.
Management Explanation
"Two large customer orders were delayed."
Finance Assessment
The explanation is plausible and partially aligned with the volume decline, but the financial impact cannot yet be confirmed without customer-level information.
Forecast Implication
Potential Forecast Risk
Forecast impact depends on:
whether delayed orders will be recovered;
expected recognition timing;
customer commitment level.
Issue 2 — Gross Margin Below Budget (P2)
What Happened
Gross margin achieved 36% versus 38% budget.
Financial Effect
Margin performance is below plan by 2 percentage points.
Operating Driver
DRIVER UNKNOWN — BUSINESS INPUT REQUIRED
No information supplied on:
pricing mix;
product mix;
input costs;
freight;
operational efficiency.
Evidence Status
Unknown
Management Explanation
No explanation provided.
Finance Assessment
The margin gap requires decomposition before corrective action.
Forecast Implication
Insufficient Evidence
Issue 3 — Sales Volume Decline (P2)
What Happened
Sales volume declined by 7%.
Financial Effect
Contributed to revenue underperformance.
Operating Driver
Delayed customer orders are reported as a possible contributor.
Evidence Status
Partially Supported
Management Explanation
Two large orders were delayed.
Finance Assessment
The explanation needs validation through:
customer order status;
revised expected delivery dates;
probability of conversion.
Forecast Implication
Potential Forecast Risk
Positive Driver — Average Selling Price Increase
What Happened
Average selling price increased by 3%.
Financial Effect
Helped partially offset volume pressure.
Operating Driver
No additional pricing or mix detail provided.
Evidence Status
Supported
Finance Assessment
Improvement is positive, but sustainability requires understanding whether it comes from:
pricing action;
product mix;
customer mix.
Forecast Implication
No Forecast Change Indicated
4. Challenge Questions
Priority Question Why Finance Is Asking Evidence / Decision Needed
P1 Which customers account for the USD 200K revenue gap versus budget? To quantify the actual recovery opportunity Customer-level revenue bridge
P1 What is the expected timing and probability of the two delayed customer orders being completed? To determine whether this is timing or lost revenue risk Updated customer commitments
P2 Is the 7% volume decline concentrated in specific products, customers, or markets? To identify the real operational driver Volume analysis by segment
P2 What explains the 2-point gross margin shortfall? To determine whether margin pressure is temporary or structural Price/mix/cost bridge
P3 Is the 3% selling price improvement sustainable? To assess future revenue quality Pricing and customer mix analysis
5. Decisions Required
Decision Why It Matters Available Evidence Missing Information Timing
Forecast treatment of delayed customer orders Determines whether current outlook remains achievable Revenue gap, volume decline, management explanation Customer commitments and revised timing Next forecast review
No other material management decision identified from the supplied information.
6. Actions & Follow-Up
Priority Issue Action Type Recommended Next Step Completion Evidence
P1 Revenue shortfall Investigate Prepare customer-level analysis of delayed orders and revenue impact Confirmed recovery value and timing
P1 Revenue forecast risk Update Forecast Review forecast assumptions after validating delayed orders Approved forecast treatment
P2 Gross margin decline Investigate Perform margin bridge analysis Identified margin drivers
P3 Pricing improvement Monitor Track whether pricing improvement continues Updated pricing trend
7. Finance Business Partner Talking Points
"Revenue is currently behind plan, with the main gap coming from volume rather than pricing."
"The 3% increase in average selling price is supporting performance, but we need to understand whether this improvement is sustainable."
"The delayed customer orders may explain part of the shortfall, but we need customer-level evidence to determine whether this is timing or a forecast risk."
"Gross margin is below plan by two points, and we need to understand whether this relates to mix, cost, or another driver."
"The key outcome today is agreeing what evidence is needed and whether forecast assumptions should change."
8. Meeting Outcome Checklist
Finance should seek to achieve:
Confirm Driver
Validate the actual cause of the revenue shortfall.
Obtain Missing Evidence
Receive customer-level analysis of delayed orders.
Confirm Forecast Treatment
Decide whether delayed revenue remains expected or represents risk.
Identify Margin Drivers
Establish why gross margin is below budget.
9. Verification Required
DATA VERIFICATION REQUIRED
The following information is needed:
Reporting period and comparison basis (monthly/quarterly/year-to-date).
Forecast value and current forecast assumptions.
Customer-level breakdown of revenue variance.
Expected value and timing of delayed customer orders.
Gross margin bridge:
price impact;
product/customer mix;
input cost changes;
other margin drivers.
Overall Finance Conclusion
The business is behind plan primarily due to revenue volume pressure, while pricing performance has partially mitigated the impact. The main finance concern is determining whether the revenue gap is a temporary timing issue or a forecast risk. The immediate priority is not corrective action yet, but obtaining evidence to validate the delayed-order explanation and understand the margin shortfall.
Key unresolved issue:
DRIVER UNKNOWN — BUSINESS INPUT REQUIRED for the exact causes of the volume decline and gross margin pressure.
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GPT-5.6
Built for FP&A managers and finance business partners preparing performance reviews with business leaders. Turn financial results, operating KPIs, and management context into a focused meeting brief covering key drivers, weak explanations, forecast implications, challenge questions, decisions, and follow-up actions. The prompt separates facts from hypotheses, highlights material issues, and helps finance challenge performance constructively without inventing causes or unsupported actions.
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