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If one single customer doesn't make you money, a million of them won't either. Unit economics is the microscope that tells you the truth. Unit economics go sideways fast with AI features.
Unit economics asks one question: when you sell one more of your thing to one more customer, do you make money? If yes, grow. If no, stop spending on marketing immediately — scaling a broken unit will bankrupt you faster. Most failed startups had bad unit economics and kept pouring fuel on the fire.
Per-unit contribution margin = Price per unit − Variable cost per unit. That's it. 'Variable cost' means the costs that scale with the sale: the T-shirt itself, the payment processing fee, the shipping, the API call the customer triggered. If the math is positive, each new customer adds money to your business. If negative, each new customer removes money.
| Line | Per customer per month |
|---|---|
| Price | $29 |
| Stripe fee (2.9% + 30c) | -$1.14 |
| Claude API usage | -$3.20 |
| Cloud hosting (per-customer share) | -$0.80 |
| Contribution margin | $23.86 |
Every new paying customer is worth about $24/month before the fixed costs (your time, subscriptions, marketing). If you acquire them cheaply, you're printing. If they cost $200 to acquire, it takes 9 months to break even, assuming they stay. That's the whole game — unit margin vs. how long they stay vs. what they cost to get.
In any sheet (Google Sheets / Excel / Notion), build these six cells:
A1: Price per unit B1: =29
A2: Payment fee % B2: =0.029
A3: Fixed per-tx fee B3: =0.30
A4: Variable cost per unit B4: =4.00 (sum of API + hosting etc)
A5: Contribution margin B5: =B1 - (B1*B2) - B3 - B4
A6: Contribution margin % B6: =B5/B1
Update B4 any time you learn real numbers from usage data. If B6 ever drops below 0.3 (30%), re-read your pricing lesson and consider raising prices.Live unit-economics calculatorWhen investors ask 'do the unit economics work?' they're asking 'can you eventually become profitable just by growing?' If your contribution margin is positive and growing, growth will eventually compound into profit. If it's negative, growth just compounds losses. This is why some startups with huge revenue are still untouchable — the unit model is broken and no amount of growth will fix it.
A good founder can, at any moment, tell you their per-unit contribution margin to the dollar, what the top three variable costs are, and which one they're working on reducing next. They update the number monthly. They treat it like a heart rate — a small drop is fine, a big drop is an emergency.
15 questions · take it digitally for instant feedback at tendril.neural-forge.io/learn/quiz/end-business-unit-economics-adults
What is the core idea behind "Unit Economics: Can One Sale Pay For Itself?"?
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What is the key insight about "The AI-API gotcha" in the context of Unit Economics: Can One Sale Pay For Itself??
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Which section heading best belongs in a lesson about Unit Economics: Can One Sale Pay For Itself??
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