Skills on AI

Active theme: Light

Unit Economics

Use when asked to analyze or explain the profitability of a business at the level of one customer or unit — lifetime value, acquisition cost, contribution margin — as distinct from a full financial model or [[roi-analysis]] of a single project or investment.

Unit economics measures whether a business makes or loses money on one customer, one order, or one unit of whatever it sells, stripped of company-wide overhead. It answers a narrower question than "is the company profitable": does each additional unit sold move the business toward profitability or away from it.

Key metrics

  • Customer acquisition cost (CAC) — the fully loaded cost to acquire one paying customer: ad spend, sales salaries and commissions, marketing overhead, and any tools or agency fees involved in acquisition, divided by the number of customers acquired in that period.
  • Customer lifetime value (LTV) — the total contribution margin a customer is expected to generate over the whole time they stay a customer, not just their first purchase.
  • LTV:CAC ratio — LTV divided by CAC; a common rule of thumb targets roughly 3:1 or higher, though the right target varies by business model, margin structure, and how fast CAC is recovered.
  • Contribution margin per unit — revenue per unit minus the variable costs directly tied to producing or delivering that unit (see Break-Even Analysis for how this feeds a break-even calculation).
  • Payback period — how many months of a customer's contribution margin it takes to recover their CAC; a short payback period matters even when the LTV:CAC ratio looks healthy, because it determines how much cash the business needs to fund growth.

Why aggregate growth can hide unit-level losses

Revenue growing month over month can mask the fact that the business loses money on every single customer it adds — growth is just adding more losing units faster. A business can look impressive on top-line revenue while its unit economics are negative, and the faster it grows under that condition, the faster it burns cash. Unit economics is the check that catches this before it shows up as a cash crisis: profitable growth and mere revenue growth are different things, and only unit-level numbers distinguish them.

Where the numbers come from

CAC and LTV are only useful if their inputs are complete and consistent with each other. Pull acquisition costs from the same time period as the customers they acquired (not the period they happened to be paid), and define "customer" the same way in both the CAC and LTV calculations — mixing a broad definition in one and a narrow one in the other silently inflates the ratio.

Common pitfalls

  • CAC that excludes real costs — counting only ad spend and leaving out sales salaries, commissions, or marketing team overhead understates CAC and makes the ratio look better than the business actually is.
  • LTV projected over an unrealistic retention period — assuming customers stay five years when actual cohort data shows most churn within one inflates LTV and the resulting ratio.
  • Small early cohort treated as representative — a ratio calculated on the first handful of customers (often early adopters or founder-network referrals with atypically low CAC and high loyalty) rarely holds once the business scales to a broader, less self-selected market.
  • Ignoring payback period — a strong LTV:CAC ratio with a three-year payback period can still starve the business of cash long before the value is realized.
  • Blending very different customer segments into one number — a single average CAC or LTV across segments with very different behavior hides that one segment is highly profitable and another is quietly losing money.
  • Confusing contribution margin with gross margin — leaving variable delivery or support costs out of the per-unit calculation overstates how much each unit actually contributes.

Learn more

  • Break-Even Analysis for finding the volume at which total contribution margin covers fixed costs.
  • ROI Analysis for evaluating a single project or investment rather than a per-customer or per-unit economic pattern.
  • Budget Forecasting for projecting these unit-level numbers forward into a company-wide financial plan.
  • Business Model Canvas for the broader business-model context unit economics is one input into.

View unit-economics/SKILL.md on GitHub