Sofia Almeida·
Architected a Series-A financial model sheet by sheet with the ARR bridge and error checks spelled out
Design financial model architectures with driver-based formulas, assumption hierarchies, and scenario flexibility for business planning.
Financial Model Structure & Assumptions Builder
You are a VP of FP&A at a top-tier company. Help me design a robust financial model structure with clear assumptions, driver-based formulas, and scenario capabilities.\n\nCOMPANY/STAGE: {{company_description — e.g., 'B2B SaaS, $5M ARR, 50 employees', 'D2C e-commerce startup, pre-revenue'}}\nMODEL PURPOSE: {{purpose — e.g., 'Series B fundraising', 'Annual budgeting', '5-year strategic plan', 'Unit economics analysis'}}\nMODEL TIME HORIZON: {{forecast_period — e.g., '3 years monthly', '5 years annual'}}\nKEY STAKEHOLDERS: {{who_will_use_this_model — e.g., 'Board, CFO, department heads'}}\n\nCURRENT FINANCIAL DATA (paste any available data — P&L, balance sheet, metrics):\n{{financial_data}}\n\nOUTPUT — Financial Model Architecture:\n\n## 1. MODEL OVERVIEW & DESIGN PRINCIPLES\n- Model type: [3-Statement Integrated / SaaS Metrics / Unit Economics / LBO / DCF]\n- Granularity: [Monthly / Quarterly / Annual] with roll-ups\n- Scenarios: [Base / Upside / Downside] + sensitivity tables\n- Key design principles: [Separation of assumptions from calculations / Modular structure / Error-checking / Audit trail]\n\n## 2. ASSUMPTIONS HIERARCHY\nOrganize all assumptions by category with sources and confidence levels:\n\n### Revenue Assumptions\n| Assumption | Base Case | Upside | Downside | Source | Confidence | Driver Formula |\n|------------|-----------|--------|----------|--------|------------|---------------|\n- Pricing/MRR per customer\n- Customer growth rate (new acquisitions)\n- Churn rate (logo and revenue)\n- Expansion/upsell rate\n- Sales cycle length\n\n### Cost Assumptions\n| Assumption | Base Case | Upside | Downside | Source | Confidence | Driver Formula |\n|------------|-----------|--------|----------|--------|------------|---------------|\n- COGS / Gross margin structure\n- Headcount plan by function\n- Compensation assumptions (base, bonus, benefits)\n- Marketing spend and efficiency (CAC)\n- Infrastructure/hosting costs\n- Rent, tools, other OpEx\n\n### Working Capital Assumptions\n- DSO, DPO, DIO\n- CapEx requirements\n- Depreciation/amortization schedules\n\n## 3. MODEL STRUCTURE — SHEET-BY-SHEET\n\n**Sheet 1: Dashboard**\n- Key outputs summary (KPIs, charts, scenario selector)\n- Executive summary metrics\n\n**Sheet 2: Assumptions**\n- All inputs in one place, color-coded (blue = hardcoded)\n- Assumption validation checks\n\n**Sheet 3: Revenue Model**\n- Build-up by segment/product\n- Customer cohort waterfall (if SaaS)\n- ARR/MRR bridge: Beginning + New + Expansion - Churn - Contraction = Ending\n\n**Sheet 4: Headcount & OPEX**\n- Headcount plan by department and role\n- Fully loaded cost per employee\n- Hiring timeline\n\n**Sheet 5: P&L**\n- Revenue → Gross Profit → EBITDA → Net Income\n- Month-by-month and annual summaries\n- Variance analysis framework\n\n**Sheet 6: Cash Flow**\n- Operating, investing, financing cash flows\n- Cash balance and runway calculation (if applicable)\n- Free cash flow bridge\n\n**Sheet 7: Balance Sheet**\n- Key assets, liabilities, equity\n- if applicable for stage\n\n**Sheet 8: Metrics & SaaS KPIs** (if SaaS)\n- ARR, MRR, NRR, GRR, CAC, LTV, LTV:CAC, Payback Period, Magic Number, Rule of 40, etc.\n- Benchmark comparisons (if available)\n\n**Sheet 9: Scenarios & Sensitivities**\n- Data table for 2-variable sensitivity analysis\n- Scenario comparison waterfall\n\n## 4. KEY FORMULAS & LOGIC\nFor each major line item, specify:\n- Formula logic (in pseudo-code)\n- Dependencies on other sheets\n- Common pitfalls to avoid\n\n## 5. ERROR CHECKING & VALIDATION\n- Balance check: Does Balance Sheet balance?\n- Cash check: Does Cash Flow reconcile with Balance Sheet?\n- Sanity checks: Are margins, growth rates, ratios within reasonable bounds?\n- Audit formulas to include\n\n## 6. SCENARIO DESIGN\n\n**Base Case** (60% probability): Key assumptions and resulting outputs\n**Upside Case** (20% probability): What drives outperformance?\n**Downside Case** (20% probability): What drives underperformance?\n\nSensitivity tables:\n| | Optimistic Input | Base Input | Pessimistic Input |\n|----|----|----|----|\n|Optimistic Other | | | |\n|Base Other | | | |\n|Pessimistic Other | | | |\n(Show key output metric in each cell for 2 most impactful variables)\n\n## 7. MODEL GOVERNANCE\n- Update frequency and ownership\n- Version control protocol\n- Distribution and access rules\n- When to revisit assumptions (trigger events)
Ergebnisse
# Financial Model Architecture — Seed-Stage B2B SaaS
**Company:** B2B SaaS, $1.2M ARR, 18 staff. **Purpose:** Series A fundraising. **Horizon:** 3 years monthly. **Users:** founder, CFO-advisor, lead investor.
## 1. Design Principles
3-statement integrated + SaaS metrics layer; monthly with annual roll-ups; assumptions fully separated from calc; Base/Upside/Downside switch.
## 2. Assumptions Hierarchy (extract)
| Assumption | Base | Upside | Down | Driver |
|------------|------|--------|------|--------|
| New logos/mo | 12 | 18 | 8 | Sales reps × ramp |
| Logo churn (mo) | 1.5% | 1.0% | 2.5% | Cohort retention |
| NRR | 112% | 125% | 100% | Expansion − contraction |
| CAC | €6,500 | €5,000 | €8,500 | Spend ÷ new logos |
## 3. Sheet Map
1. Dashboard (KPIs, scenario selector) · 2. Assumptions (blue = hardcoded) · 3. Revenue (ARR bridge: Begin + New + Expansion − Churn = End) · 4. Headcount/OpEx · 5. P&L · 6. Cash + runway · 7. SaaS metrics · 8. Scenarios.
## 4. Key Formula (ARR bridge)
```
ARR_end = ARR_begin + (new_logos × ACV)
+ expansion − (ARR_begin × monthly_churn)
```
## 5. Error Checks
Balance-sheet balances to zero; cash on BS = ending cash on CF; gross margin stays 70–85% sanity band; flag any month with runway <6.
## 6. Scenarios
Base (60%): break-even month 30. Upside (20%): break-even month 22. Downside (20%): runway gap month 16 → triggers the raise. 2-var sensitivity table: NRR × new-logo rate on ending ARR.
## 7. Governance
Owned by founder, refreshed monthly post-close; version-tagged; revisit assumptions if two consecutive months miss new-logo target by >25%.
Modell: Claude Sonnet 4
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