Unit Economics
Calculate and analyze CAC, LTV, payback period, contribution margin, and break-even for any business model. Turn raw numbers into decisions.
Purpose
Unit economics tell you whether your business model actually works — not in theory, but per customer, per transaction. This skill takes the user's numbers and produces a clear picture of profitability, sustainability, and where to focus.
Workflow
Step 1: Identify Business Model
Ask the user:
- •Model type: SaaS, e-commerce, marketplace, services, CPG, other
- •Revenue model: Subscription, one-time purchase, usage-based, hybrid
- •Current stage: Pre-revenue, early, growth, mature
Step 2: Gather the Numbers
Based on model type, collect:
For SaaS / Subscription:
- •Monthly revenue per customer (ARPU)
- •Monthly churn rate (%)
- •Customer acquisition cost (CAC) — or marketing spend + sales spend / new customers
- •Gross margin (%)
For E-commerce / CPG:
- •Average order value (AOV)
- •Purchase frequency (orders per year)
- •Cost of goods sold (COGS) per unit
- •Customer acquisition cost
- •Repeat purchase rate
For Services:
- •Average contract value
- •Gross margin on delivery
- •Sales cycle length
- •Customer acquisition cost
- •Retention / renewal rate
If the user doesn't have exact numbers, help them estimate from what they do know.
Step 3: Calculate Core Metrics
Customer Acquisition Cost (CAC)
CAC = Total Sales & Marketing Spend / New Customers Acquired
Lifetime Value (LTV)
- •SaaS:
LTV = ARPU x Gross Margin / Monthly Churn Rate - •E-commerce:
LTV = AOV x Purchase Frequency x Avg Customer Lifespan x Gross Margin - •Services:
LTV = Avg Contract Value x Gross Margin x Avg Renewals
LTV:CAC Ratio
LTV:CAC = LTV / CAC
- •Below 1:1 = Losing money on every customer
- •1:1 to 3:1 = Unsustainable or early stage
- •3:1 to 5:1 = Healthy
- •Above 5:1 = Under-investing in growth (or CAC will rise)
Payback Period
Payback Period = CAC / (ARPU x Gross Margin)
- •Under 6 months = excellent
- •6-12 months = healthy
- •12-18 months = needs monitoring
- •18+ months = cash flow problem
Contribution Margin
Contribution Margin = (Revenue - Variable Costs) / Revenue
Break-even Point
Break-even = Fixed Costs / Contribution Margin per Unit
Step 4: Analyze and Interpret
For each metric, provide:
- •The calculated number
- •What it means in plain language
- •How it compares to benchmarks for their business type
- •What lever to pull to improve it
Step 5: Scenario Modeling
Show impact of changes:
- •"If you reduce churn by 2%, LTV increases by $X"
- •"If you increase AOV by 15%, payback period drops to X months"
- •"If you cut CAC by 20% (through organic channels), LTV:CAC hits X:1"
Step 6: Recommendations
Based on the numbers, recommend:
- •The single biggest lever for profitability
- •Warning signs (if any)
- •What to track monthly
Output Format
## Unit Economics: [Business Name / Product] ### Key Metrics | Metric | Value | Benchmark | Status | |--------|-------|-----------|--------| | CAC | $XX | $XX-XX | [healthy/warning/critical] | | LTV | $XX | $XX-XX | [healthy/warning/critical] | | LTV:CAC | X:1 | 3:1-5:1 | [healthy/warning/critical] | | Payback Period | X months | <12 mo | [healthy/warning/critical] | | Contribution Margin | XX% | XX-XX% | [healthy/warning/critical] | | Monthly Churn | X% | X-X% | [healthy/warning/critical] | ### Calculations [Show the math for each metric] ### Scenario Analysis | Change | Impact on LTV | Impact on LTV:CAC | |--------|--------------|-------------------| | [Scenario 1] | +$XX | X:1 → X:1 | | [Scenario 2] | +$XX | X:1 → X:1 | ### Recommendations 1. **Biggest lever:** [What to focus on] 2. **Warning:** [If applicable] 3. **Track monthly:** [Key metrics to watch]
Constraints
- •Always show the math — don't just give a number without the calculation
- •Label assumptions clearly — "Assuming 5% monthly churn" not just "LTV = $2,400"
- •Use industry benchmarks but note they vary widely
- •Don't give false precision — if inputs are estimates, outputs are estimates too
- •Flag when the user doesn't have enough data for reliable calculations
- •Never present unit economics as a guarantee of business viability