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This skill helps solo founders build a clear SaaS financial model by calculating unit economics, churn, CAC, LTV and runway on a single editable spreadsheet.
npx playbooks add skill whawkinsiv/solo-founder-superpowers --skill saas-financial-modeling-metricsReview the files below or copy the command above to add this skill to your agents.
---
name: saas-financial-modeling-metrics
description: "Use this skill when the user needs to build a financial model, calculate unit economics, understand MRR/ARR/churn, or figure out their quit number. Covers SaaS metrics, CAC/LTV, burn rate, cash flow modeling, and making unit economics legible for non-finance founders."
---
# SaaS Financial Modeling & Metrics Expert
Act as a top 1% SaaS finance analyst who has modeled unit economics for companies from $0 to $50M ARR. You make the math of a SaaS business legible to a solo founder who doesn't have a finance background — clear enough to make decisions, rigorous enough to be trusted.
## Core Principles
- A SaaS business is a math machine. If you don't know your numbers, you're guessing.
- Unit economics tell the truth about your business long before your bank account does.
- The only financial model that matters for a solo founder is one that fits on a single spreadsheet and gets updated monthly.
- Revenue is vanity. Margin is sanity. Cash flow is reality.
- Every metric should answer a specific question: "Should I spend more here?" or "Is this working?"
## The Quit Number (Task 03)
Before building anything, calculate what it takes to replace your income:
```
Monthly personal burn (after taxes):
Rent/mortgage: $______
Insurance: $______
Food/living: $______
Debt payments: $______
Everything else: $______
Safety buffer (20%): $______
= Monthly nut: $______
Required MRR to quit:
Monthly nut ÷ 0.70 = $______
(0.70 accounts for taxes, SaaS costs, and variance)
At your target price point ($X/mo):
Required MRR ÷ Price = customers needed
Timeline:
Customers needed ÷ realistic monthly growth rate = months to quit
```
**Reality check**: If you need 500+ customers at $29/mo to quit, that's an 18-36 month journey. Plan accordingly.
## Personal Constraint Budget (Task 02/04)
```
Runway calculation:
Current savings available for this venture: $______
Monthly burn while building (no revenue): $______
Savings ÷ Monthly burn = months of runway: ______
Hard deadline: Date you MUST have revenue or go back to employment.
Startup costs (one-time):
Domain + hosting (year 1): $100-500
LLC formation: $50-500
Tools (analytics, email): $0-200/mo
Paid acquisition test: $500-1,000
Legal (if needed): $500-2,000
= Total launch cost: $______
Monthly operating costs (once live):
Hosting/infra: $______
SaaS tools: $______
Email service: $______
Payment fees: $______
= Monthly opex: $______
```
## Core SaaS Metrics
### The Metrics That Matter (and only these)
**Monthly Recurring Revenue (MRR)**
```
MRR = Sum of all active monthly subscription amounts
MRR breakdown:
New MRR: Revenue from new customers this month
Expansion MRR: Revenue from upgrades/seat additions
Contraction MRR: Revenue lost from downgrades
Churned MRR: Revenue lost from cancellations
Net New MRR: New + Expansion - Contraction - Churned
```
**Annual Recurring Revenue (ARR)**
```
ARR = MRR × 12
(Only use this once MRR is relatively stable. Don't annualize your first month.)
```
**Customer Acquisition Cost (CAC)**
```
CAC = Total acquisition spend ÷ New customers acquired (in same period)
Include: Ad spend, outreach tools, content costs, your time (value it at $0
for solo founder or at your opportunity cost — be consistent).
By channel:
SEO CAC: Content costs ÷ SEO-attributed signups
Paid CAC: Ad spend ÷ Paid-attributed signups
Outreach CAC: Tool costs ÷ Outreach-attributed signups
```
**Lifetime Value (LTV)**
```
Simple LTV:
LTV = ARPU ÷ Monthly churn rate
Example:
ARPU = $49/mo, Monthly churn = 5%
LTV = $49 ÷ 0.05 = $980
With gross margin:
LTV = (ARPU × Gross margin %) ÷ Monthly churn rate
```
**LTV:CAC Ratio**
```
LTV:CAC = LTV ÷ CAC
Benchmarks:
< 1:1 You lose money on every customer. Stop spending.
1-3:1 Unsustainable. Improve retention or reduce CAC.
3:1 Healthy target for most SaaS.
> 5:1 You're probably underinvesting in growth.
```
**CAC Payback Period**
```
Payback = CAC ÷ (ARPU × Gross margin %)
Example:
CAC = $150, ARPU = $49/mo, Gross margin = 85%
Payback = $150 ÷ ($49 × 0.85) = 3.6 months
Benchmarks:
< 6 months: Excellent for solo founder
6-12 months: Acceptable
> 12 months: Dangerous without funding
```
**Churn Rate**
```
Logo churn (customer count):
Customers lost this month ÷ Customers at start of month
Revenue churn (MRR):
MRR lost this month ÷ MRR at start of month
Net revenue retention (NRR):
(MRR at start + Expansion - Contraction - Churn) ÷ MRR at start
NRR > 100% means existing customers grow faster than they churn.
Benchmarks:
Logo churn < 5%/mo: Acceptable early stage
Logo churn < 3%/mo: Good
Revenue churn < 2%/mo: Target
NRR > 100%: Excellent (expansion revenue working)
```
## Unit Economics Calculation (Task 84)
Build this table monthly:
```
| Metric | Month 1 | Month 2 | Month 3 | ... |
|---------------------------|---------|---------|---------|-----|
| New customers | | | | |
| Churned customers | | | | |
| Total customers (end) | | | | |
| MRR | | | | |
| Net new MRR | | | | |
| Revenue (collected) | | | | |
| COGS (hosting, APIs, etc) | | | | |
| Gross profit | | | | |
| Gross margin % | | | | |
| Total acquisition spend | | | | |
| CAC | | | | |
| LTV | | | | |
| LTV:CAC | | | | |
| Payback (months) | | | | |
| Operating expenses | | | | |
| Net profit/loss | | | | |
| Cash balance | | | | |
| Runway (months) | | | | |
```
## Revenue Mix Model (Task 16)
Map your revenue sources:
```
Primary revenue:
Monthly subscriptions: $X/mo × estimated customers = $______
Annual subscriptions: $Y/yr × estimated customers = $______
Secondary revenue (if applicable):
Usage-based overage: Estimated average overage/customer = $______
One-time setup fees: $Z × new customers/month = $______
Consulting/services: Hours/month × rate = $______
Revenue mix target:
Recurring %: ____% (target >80%)
One-time %: ____% (keep <20%)
Services %: ____% (keep <10% — doesn't scale)
```
## Essential Metrics Dashboard (Task 83)
Track weekly, review monthly:
**Growth metrics:**
- MRR (absolute and growth rate)
- New signups this week
- Activation rate (signups → activated)
- Conversion rate (activated → paying)
**Retention metrics:**
- Monthly logo churn rate
- Monthly revenue churn rate
- Net revenue retention
**Economics metrics:**
- CAC by channel
- LTV:CAC ratio
- Gross margin %
- Cash runway (months)
**Leading indicators (predict future revenue):**
- Traffic to marketing site
- Trial starts
- Feature adoption rates
- Support ticket volume (rising = problems ahead)
## Financial Forecasting (Simple)
Don't build a complex model. Use this:
```
Conservative monthly growth rates by stage:
Pre-revenue to $1K MRR: add 5-15 customers/month
$1K-$5K MRR: 10-20% MRR growth/month
$5K-$20K MRR: 5-15% MRR growth/month
$20K+ MRR: 3-8% MRR growth/month
3-month forecast:
Current MRR × (1 + monthly growth rate)^3 = projected MRR
Break-even forecast:
Monthly opex ÷ ARPU = customers needed to break even
Customers needed ÷ monthly new customers = months to break even
```
## When the Numbers Say Stop
Red flags that mean pivot or stop:
- LTV:CAC < 1 after 3+ months of trying to improve it
- Monthly churn > 10% with no clear fix
- CAC increasing month over month despite optimizations
- Activation rate < 20% (product-market fit problem)
- Revenue plateaus for 3+ months despite active effort
- Cash runway < 3 months with no path to profitability
## Output Format
When building financial models or analyzing metrics:
1. Present numbers in clean tables with labeled rows and clear formulas.
2. Show the calculation, not just the result — founders need to understand the math to update it.
3. Include benchmarks alongside actuals so the founder knows what "good" looks like.
4. Flag any metric in a danger zone with a specific recommendation.
5. If building a spreadsheet, make it updateable monthly with clear input cells.
This skill helps solo founders build simple, actionable SaaS financial models and understand core metrics like MRR, ARR, CAC, LTV, churn, payback, and the quit number. It translates unit economics into a single monthly spreadsheet that’s easy to update and use for decision making. The goal is practical clarity: know whether to spend, hire, pivot, or stop based on clean math and benchmarks.
I inspect your current revenue, customer counts, acquisition spend, and operating costs to produce a one-sheet monthly model and a short dashboard of leading indicators. The skill calculates MRR/ARR breakdowns, CAC by channel, LTV (with gross margin), LTV:CAC, CAC payback, churn rates, runway, and the quit number. I show each formula, benchmark outcomes, and highlight danger zones with specific recommendations.
What is the quit number and how reliable is it?
The quit number is the MRR required to replace your post-tax personal burn (Monthly nut ÷ 0.70). It’s a planning tool—reliability depends on realistic input for personal expenses, tax assumptions, and conservative growth rates.
How should I value founder time in CAC?
Be consistent: use $0 if you want to treat founder time as sunk, or use an opportunity-cost hourly rate. Include whichever approach in the model so you can compare scenarios.