asgard-ai-platform/biz-unit-economics
Analyze unit economics to evaluate per-unit profitability and business model scalability. Use this skill when the user needs to assess whether each transaction, customer, or product unit is profitable, evaluate startup viability, or optimize contribution margins — even if they say 'does our business model work', 'what's our margin per order', or 'can we scale profitably'.
npx skills add https://github.com/asgard-ai-platform/skills --skill biz-unit-economics
Unit economics measures profitability at the single-unit level — per customer, per transaction, or per product. If unit economics are negative, scaling makes losses worse, not better. Positive unit economics are the prerequisite for sustainable growth.
IRON LAW: If Unit Economics Are Negative, Growth = Faster Death
Scaling a business with negative unit economics means losing more money
faster. "We'll make it up in volume" only works if variable costs per unit
decrease with scale (economies of scale). If they don't, more volume = more losses.
Prove unit economics are positive BEFORE investing in growth.
Subscription/SaaS:
| Metric | Formula |
|--------|---------|
| CAC | Total acquisition spend / New customers |
| LTV | ARPU × Gross Margin × (1/Churn Rate) |
| LTV:CAC | Must be > 3:1 |
| Payback Period | CAC / (Monthly ARPU × Gross Margin) |
| Net Revenue Retention | (Starting MRR + Expansion - Contraction - Churn) / Starting MRR |
E-commerce/Marketplace:
| Metric | Formula |
|--------|---------|
| AOV | Total Revenue / Number of Orders |
| Contribution Margin per Order | AOV - COGS - Shipping - Payment fees - Returns |
| Repeat Rate | Returning customers / Total customers |
| Fully-loaded CAC | Total marketing / New customers |
On-demand/Delivery:
| Metric | Formula |
|--------|---------|
| Revenue per Trip | Order value × Take rate |
| Cost per Trip | Driver pay + Support + Insurance + Incentives |
| Contribution per Trip | Revenue - Cost per Trip |
| Orders per Day per Driver | Utilization metric |
# Unit Economics: {Business}
## Unit Definition
- Unit: {customer / order / trip}
- Time period: {monthly / per-transaction}
## Per-Unit Economics
| Metric | Value |
|--------|-------|
| Revenue per unit | ${X} |
| Variable cost per unit | ${X} |
| Contribution margin | ${X} ({X%}) |
## Scalability Assessment
| Volume | Unit Revenue | Unit Cost | CM | Notes |
|--------|-------------|-----------|-----|-------|
| Current ({N}) | ${X} | ${X} | {X%} | baseline |
| 3x ({N}) | ${X} | ${X} | {X%} | {economies of scale?} |
| 10x ({N}) | ${X} | ${X} | {X%} | {what changes?} |
## Verdict
{Positive/negative unit economics, scalability assessment, key lever to improve}
Scenario: Unit economics for a Taiwan food delivery startup
| Script | Description | Usage |
|--------|-------------|-------|
| scripts/unit_economics.py | Compute SaaS unit economics (NRR, GRR, LTV, CAC payback, magic number, burn multiple) | python scripts/unit_economics.py --help |
Run python scripts/unit_economics.py --verify to execute built-in sanity tests.
Take asgard-ai-platform/biz-unit-economics from the repository into ~/.claude/skills for personal
use, or into .claude/skills inside a project.
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same name cannot sit side by side — one of them will be ignored.