Prompt Details
Model
(claude-5-5-sonnet)
Token size
3,863
Example input
[COMPANY_AND_BUSINESS_CONTEXT]: Company: ABC SaaS Pvt. Ltd. Business: B2B SaaS Currency: USD Reporting entity: ABC SaaS Pvt. Ltd.
[FINANCIAL_STATEMENTS_AND_HISTORICAL_DATA]: FY2025 Revenue: $1,000,000 FY2026 Revenue: $1,250,000 FY2025 Gross Profit: $700,000 FY2026 Gross Profit: $850,000 FY2025 Operating Profit: $150,000 FY2026 Operating Profit: $175,000 FY2026 Net Income: $120,000 FY2026 Cash: $180,000 FY2026 Receivables: $220,000 FY2026 Inventory: $20,000 FY2026 Current Liabilities: $200,000 FY2026 Total Debt: $300,000 FY2026 Equity: $500,000 FY2026 Operating Cash Flow: $140,000 FY2026 Capex: $60,000
[BUDGET_FORECAST_AND_OPERATING_ASSUMPTIONS]: FY2026 Revenue Budget: $1,200,000 FY2026 Operating Profit Budget: $180,000 FY2027 Expected Revenue Growth: 20%
[FINANCIAL_KPIS_AND_MANAGEMENT_METRICS]: Customers increased from 400 to 500 Annual churn: 8% Average revenue per customer: $2,500
[INVESTMENT_OR_STRATEGIC_DECISION_CONTEXT]: Management is considering increasing sales and marketing spending.
Example output
## ๐ PHASE 1 โ Financial Context Reconstruction
**Company:** ABC SaaS Pvt. Ltd.
**Business Model:** B2B SaaS.
**Reporting Period:** FY2026.
**Currency:** USD.
**Comparison Basis:** FY2026 vs FY2025 and FY2026 Actual vs Budget.
**Available Information:**
- Income-statement data
- Selected balance-sheet data
- Cash-flow data
- Operating KPIs
- Budget data
- Forecast assumption
**Decision Being Evaluated:** Whether increased sales and marketing spending should be considered.
**Evidence Classification:**
- ๐ Supplied facts: Revenue, profit, cash, debt, customers, etc.
- ๐งฎ Calculated values: Margins, growth rates, ratios, variances.
- ๐ญ Assumption: FY2027 revenue growth of 20%.
- โ ๏ธ Missing: Full balance sheet, complete cash-flow statement, detailed expense breakdown.
---
# ๐งน PHASE 2 โ Data Quality & Consistency Audit
### Findings
**Strengths:**
- FY2025 and FY2026 revenue and gross-profit data are available.
- FY2026 cash-flow information is available.
- Budget figures are supplied.
- Operating KPIs are supplied.
**Missing Information:**
- Full asset breakdown.
- Full liability breakdown.
- Detailed operating expenses.
- Accounts payable.
- FY2025 cash-flow figures.
- FY2025 balance-sheet figures.
- Detailed revenue/customer cohort information.
**Important Limitation:**
A complete accounting-quality ratio analysis cannot be performed because several required inputs are missing.
**Conclusion:** ๐ข Data is sufficient for a useful preliminary financial analysis, but not a complete financial statement review.
---
# ๐ PHASE 3 โ Financial Statement Analysis
## Income Statement
### Revenue
FY2025 = $1,000,000
FY2026 = $1,250,000
Growth:
$250,000 / $1,000,000 = **25%**
๐ Revenue increased **25%**.
### Gross Profit
FY2026 Gross Profit = $850,000
Gross Margin:
$850,000 / $1,250,000 = **68%**
FY2025 Gross Margin:
$700,000 / $1,000,000 = **70%**
โ ๏ธ Gross margin declined from **70% to 68%**.
### Operating Profit
FY2026 = $175,000
Operating Margin:
$175,000 / $1,250,000 = **14%**
FY2025 Operating Margin:
$150,000 / $1,000,000 = **15%**
โ ๏ธ Operating margin declined despite strong revenue growth.
### Net Income
FY2026 Net Income = **$120,000**
Net Margin:
$120,000 / $1,250,000 = **9.6%**
---
# ๐ PHASE 4 โ Trend & Horizontal Analysis
| Metric | FY2025 | FY2026 | Change |
|---|---:|---:|---:|
| Revenue | $1.00M | $1.25M | +25% |
| Gross Profit | $700K | $850K | +21.4% |
| Gross Margin | 70% | 68% | -2 pts |
| Operating Profit | $150K | $175K | +16.7% |
| Operating Margin | 15% | 14% | -1 pt |
### Interpretation
๐ Revenue growth is strong.
However:
- Revenue grew **25%**
- Gross profit grew only **21.4%**
- Operating profit grew only **16.7%**
This indicates that profitability is not growing as quickly as revenue.
โ ๏ธ The data does not establish the exact cause. Possible drivers require investigation.
---
# ๐ก PHASE 5 โ Profitability & Operating Performance
### Positive Drivers
- ๐ Revenue increased 25%.
- ๐ Customer count increased from 400 to 500.
- ๐ Gross profit increased.
- ๐ Operating profit increased.
### Negative Drivers
- โ ๏ธ Gross margin decreased from 70% to 68%.
- โ ๏ธ Operating margin decreased from 15% to 14%.
- โ ๏ธ Profit growth is slower than revenue growth.
### Key Insight
The company is growing, but the incremental revenue is producing proportionally less profit.
Management should investigate:
- Customer acquisition costs
- SaaS infrastructure costs
- Pricing
- Customer mix
- Support costs
- Sales and marketing efficiency
No external industry benchmark is being assumed.
---
# ๐ง PHASE 6 โ Liquidity, Cash Flow & Working Capital
### Current Assets
Cash = $180K
Receivables = $220K
Inventory = $20K
Total supplied current assets:
**$420K**
Current Liabilities = $200K
### Current Ratio
$420K / $200K = **2.10x**
๐ข On the supplied figures, current assets are approximately 2.1 times current liabilities.
### Quick Ratio
($420K - $20K) / $200K
= **2.00x**
๐ข Liquidity appears reasonable based on supplied data.
### Operating Cash Flow
Operating Cash Flow = **$140K**
Net Income = **$120K**
Operating cash flow exceeds net income by:
**$20K**
This suggests accounting profit is currently accompanied by positive operating cash generation.
### Free Cash Flow
OCF - Capex
$140K - $60K = **$80K**
๐ข Supplied data indicates positive free cash flow of approximately **$80K**.
---
# ๐งฎ PHASE 7 โ Financial Ratio & KPI Analysis
### 1. Gross Margin
**Formula:** Gross Profit / Revenue
$850K / $1.25M = **68%**
**Interpretation:** Strong gross profitability based on supplied figures, but down from 70%.
**Limitation:** Industry benchmark not supplied.
### 2. Operating Margin
$175K / $1.25M = **14%**
**Interpretation:** The company retains $0.14 of operating profit per $1 of revenue.
### 3. Net Margin
$120K / $1.25M = **9.6%**
### 4. Current Ratio
$420K / $200K = **2.10x**
### 5. Quick Ratio
$400K / $200K = **2.00x**
### 6. Debt-to-Equity
$300K / $500K = **0.60x**
**Interpretation:** Debt equals approximately 60% of supplied equity.
### 7. Free Cash Flow
$140K - $60K = **$80K**
### 8. Customer Growth
400 โ 500 customers
Growth = **25%**
๐ Customer growth matches revenue growth.
---
# ๐ PHASE 8 โ Budget Framework
### Revenue
Actual = $1.25M
Budget = $1.20M
Revenue variance:
$1.25M - $1.20M = **+$50K**
Variance percentage:
$50K / $1.20M = **+4.17%**
๐ข Revenue exceeded budget by approximately **4.2%**.
### Operating Profit
Actual = $175K
Budget = $180K
Variance:
$175K - $180K = **-$5K**
Variance percentage:
-$5K / $180K = **-2.78%**
โ ๏ธ Operating profit was approximately **2.8% below budget**.
---
# ๐ฎ PHASE 9 โ Forecasting Framework
The supplied FY2027 assumption is:
**Revenue growth = 20%**
FY2026 Revenue = $1.25M
Projected FY2027 revenue:
$1.25M ร 1.20 = **$1.50M**
โ ๏ธ This is a forecast calculation, not an actual result.
### Base Case
Revenue = approximately **$1.50M**
### Upside Case
Requires an explicit additional assumption.
### Downside Case
Requires an explicit lower-growth assumption.
The assistant should **not invent probability percentages or unsupported forecast assumptions**.
---
# ๐ PHASE 10 โ Variance Analysis
## Revenue
Actual = $1.25M
Budget = $1.20M
**Variance = +$50K**
๐ข Favorable.
## Operating Profit
Actual = $175K
Budget = $180K
**Variance = -$5K**
๐ด Unfavorable.
### Key Finding
The company generated **more revenue than budgeted but slightly less operating profit than budgeted**.
This suggests that incremental revenue did not fully translate into operating profit.
However, the supplied information does not allow us to definitively identify whether this was caused by:
- volume
- pricing
- product mix
- sales costs
- operating expenses
- other factors
Further expense-level data is required.
---
# ๐ฏ PHASE 11 โ Scenario & Sensitivity Analysis
The biggest decision variable is increased sales and marketing spending.
### Current Situation
Revenue = $1.25M
Operating Profit = $175K
### Sensitivity Logic
**Additional Sales & Marketing Spend**
โ Additional customer acquisition
โ Additional revenue
โ Additional gross profit
โ Additional operating expense
โ Net operating-profit impact
The key question is:
**Will incremental gross profit generated by new customers exceed the incremental sales and marketing investment?**
โ ๏ธ No exact ROI can be calculated because incremental CAC, customer lifetime value, conversion rate, and expected incremental revenue are not supplied.
---
# ๐ PHASE 12 โ Investment / Strategic Memo
## Executive Summary
ABC SaaS shows strong top-line growth, with FY2026 revenue increasing 25%. However, gross and operating margins declined, indicating that profitability is not expanding at the same pace as revenue.
## Business Overview
B2B SaaS company with 500 customers.
## Financial Performance
- Revenue: $1.25M
- Gross Profit: $850K
- Operating Profit: $175K
- Net Income: $120K
## Growth Drivers
Customer count increased from 400 to 500.
## Profitability
Gross margin = 68%.
Operating margin = 14%.
## Cash Flow
Operating cash flow = $140K.
Estimated free cash flow = $80K.
## Strategic Thesis
Additional sales investment could support continued growth, but management should first establish whether incremental customers generate sufficient contribution after acquisition and servicing costs.
## Key Risks
- Margin compression
- Sales-investment efficiency
- Potential cost escalation
- Dependence on continued revenue growth
## Key Diligence Questions
1. What is current customer acquisition cost?
2. What is customer lifetime value?
3. What is gross margin by customer segment?
4. What caused the 2-point gross-margin decline?
5. What incremental revenue is expected from additional sales spending?
---
# โ ๏ธ PHASE 13 โ Financial Risk & Red-Flag Analysis
| Risk | Evidence | Impact | Severity | Follow-Up |
|---|---|---|---|---|
| Margin compression | Gross margin 70% โ 68% | Lower profitability | ๐ก Medium | Investigate cost/product mix |
| Operating margin decline | 15% โ 14% | Lower operating leverage | ๐ก Medium | Review operating expenses |
| Sales investment uncertainty | ROI data missing | Potential inefficient spending | ๐ก Medium | Calculate CAC/LTV |
| Forecast dependency | 20% FY2027 growth assumption | Forecast uncertainty | ๐ก Medium | Build scenarios |
No evidence supports labeling any issue as fraud or misconduct.
---
# ๐ง PHASE 14 โ Management Insight & Decision Analysis
### What Is Working?
๐ Revenue growth is strong.
๐ Customer growth is strong.
๐ฐ Operating cash flow is positive.
๐ฐ Free cash flow is positive based on supplied figures.
### What Is Deteriorating?
โ ๏ธ Gross margin.
โ ๏ธ Operating margin.
### What Requires Investigation?
The company needs to understand why profit growth is slower than revenue growth.
### Most Important Decision Variable
**Incremental sales & marketing ROI.**
Management should not evaluate increased spending solely on revenue growth.
The critical question is:
**How much profitable revenue will each additional dollar of sales investment generate?**
---
# ๐ PHASE 15 โ Executive Reporting
## Executive Summary
**Revenue:** $1.25M
**Revenue Growth:** +25%
**Gross Margin:** 68%
**Operating Margin:** 14%
**Net Margin:** 9.6%
**Current Ratio:** 2.10x
**Free Cash Flow:** $80K
### KPI Dashboard
| KPI | Current | Prior | Change | Interpretation |
|---|---:|---:|---:|---|
| Revenue | $1.25M | $1.00M | +25% | ๐ข Strong growth |
| Gross Margin | 68% | 70% | -2 pts | ๐ก Margin pressure |
| Operating Margin | 14% | 15% | -1 pt | ๐ก Efficiency pressure |
| Customers | 500 | 400 | +25% | ๐ข Strong growth |
| Current Ratio | 2.10x | N/A | N/A | ๐ข Based on supplied data |
| FCF | $80K | N/A | N/A | ๐ข Positive |
---
# ๐ PHASE 16 โ Final Financial Analysis & Reporting Package
## 1. Executive Financial Summary
ABC SaaS is growing strongly, but profitability is not keeping pace with revenue.
## 2. Data Quality Assessment
Useful preliminary data is available, but several complete financial-statement components are missing.
## 3. Financial Statement Analysis
Revenue and profit increased, while margins declined.
## 4. Trend & Variance Analysis
Revenue exceeded budget by approximately **$50K**, while operating profit was approximately **$5K below budget**.
## 5. Profitability Analysis
Gross margin = **68%**.
Operating margin = **14%**.
Net margin = **9.6%**.
## 6. Liquidity & Working Capital
Current ratio = **2.10x**.
Quick ratio = **2.00x**.
## 7. Ratio & KPI Dashboard
The supplied data supports profitability, liquidity, leverage, customer-growth, and cash-flow calculations.
## 8. Budget Framework
Budget should be driven by:
**Customers ร Revenue per Customer โ Revenue โ Gross Profit โ Operating Expenses โ Operating Profit โ Cash Flow**
## 9. Forecast Framework
FY2027 revenue at the supplied 20% growth assumption = approximately **$1.50M**.
## 10. Scenario & Sensitivity Analysis
Additional sales spending should be tested against incremental revenue, gross profit, CAC, and operating expenses.
## 11. Investment / Strategic Memo
The company has attractive growth characteristics but needs stronger evidence that additional sales investment will generate profitable growth.
## 12. Financial Risk Register
Primary risks are:
- Margin compression
- Operating leverage deterioration
- Sales-investment efficiency
- Forecast dependency
## 13. Management Insights
The most important issue is **not whether revenue is growing**.
It is whether the company can convert that growth into proportionally higher profit and cash flow.
## 14. Executive KPI Report
**Growth:** ๐ข Strong
**Profitability:** ๐ก Watch
**Liquidity:** ๐ข Reasonable based on supplied data
**Cash Generation:** ๐ข Positive
**Forecast Confidence:** ๐ก Limited by assumptions
## 15. Recommended Actions
1. ๐ Investigate the gross-margin decline.
2. ๐ Calculate customer acquisition cost.
3. ๐ฐ Calculate customer lifetime value.
4. ๐ Measure incremental sales ROI.
5. ๐งฎ Build base, upside, and downside scenarios.
6. ๐ Obtain a complete expense breakdown.
7. ๐ต Monitor operating cash flow alongside accounting profit.
## 16. Final Financial Intelligence Report
### What We Know
Revenue and customers grew 25%.
### What We Calculated
Gross margin = 68%, operating margin = 14%, net margin = 9.6%, current ratio = 2.10x, FCF = $80K.
### What We Infer
Growth is strong, but profitability is experiencing some pressure.
### What We Assume
FY2027 revenue growth is assumed at 20%.
### What We Do Not Know
Exact CAC, LTV, expense drivers, customer mix, and the cause of margin compression.
### What Matters Most
**Profitable growth and sales-investment efficiency.**
### What Management Should Investigate Next
**Whether additional sales and marketing spending can generate incremental gross profit that exceeds the incremental investment.**
---
# โ
TEST VERDICT
**Overall Skill Performance: 9/10 โญ**
- ๐ข **Input handling:** Excellent
- ๐ข **Data-quality checks:** Passed
- ๐ข **Calculations:** Passed
- ๐ข **Ratio analysis:** Passed
- ๐ข **Variance analysis:** Passed
- ๐ข **Forecast discipline:** Passed
- ๐ข **Risk detection:** Passed
- ๐ข **Traceability:** Strong
- ๐ข **No fabricated benchmarks:** Passed
- ๐ข **No unsupported investment guarantee:** Passed
- ๐ก **Main limitation:** A real-world full analysis would need complete financial statements and more detailed operating/expense data.
**Final verdict: PASS โ
**
The skill successfully converts raw financial information into a structured, traceable, decision-oriented financial intelligence report rather than merely summarizing the numbers. Pasted text
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CLAUDE-5-5-SONNET
Financial Analysis & Reporting Assistant turns raw financial information into a rigorous analysis workflow for financial statement analysis, investment memos, budgeting, forecasting, variance analysis, KPI reporting, and management insights.
๐ Analyze income statements, balance sheets & cash flow
๐ Identify profitability, liquidity & efficiency drivers
๐ Build budgeting & forecasting frameworks
๐ฐ Perform variance and trend analysis
๐งฎ Analyze financial KPIs and operating metrics
๐ Structure
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