Unit economics and finance
LTV to CAC
The famous 3× heuristic, why Gurley distrusted the formula, and when to optimize payback instead.
The famous heuristic:
LTV / CAC > 3On the classic worked example — LTV $40,000, CAC $15,000 — the ratio is about 2.7×, shy of 3×. You would need lower CAC (about $13.3k), higher ARPA, higher margin, or lower churn to clear the bar.
Below 1×, every new customer destroys value. Between 1× and 3×, growth may still look good while the business slowly burns equity. Public SaaS companies often sit closer to 4–5×+ once they have brand, product-led expansion, and efficient channels.
The big idea
3× is a margin of safety, not a law of nature. You need leftover after CAC for the people who churn early, for the months of payback you must fund, and for everything that is not in contribution.
The analogy of a "healthy multiple" breaks when LTV is a fiction. Bill Gurley's essay The Dangerous Seduction of the Lifetime Value Formula is the required caveat. LTV assumes stable churn, stable ARPA, infinite capital to fund payback, and that "lifetime" is knowable. Treat LTV as a scenario. Prefer payback and cohort contribution curves when the company is young.
Walking through it
Trade-off
Optimize LTV/CAC vs optimize payback. Raising prices and adding seats lifts LTV and can worsen near-term conversion (higher CAC, longer payback). Cutting paid spend improves CAC and payback but slows growth. In a capital-rich market, boards tolerate longer payback for growth. In a tight market, payback and burn multiple dominate. Default for an early B2B SaaS: hit payback ≤ 12–18 months first, then push LTV/CAC above 3× via retention and expansion — not via heroic LTV assumptions.
What breaks the simple ratio
- Mixed segments. SMB at $8k LTV and enterprise at $400k LTV with $15k blended CAC is not "2.7×." One motion is 0.53×.
- Contracted vs logo churn. Revenue churn can be lower than logo churn when you lose mice and keep whales — or worse when you lose a whale. Pair them. See SaaS metrics.
- Discount rates. A 10% annual discount on a 50-month life trims LTV by roughly mid-teens percent.
- Negative churn.
1/churngoes nonsense. Use cohort NPV.
Walk a whiteboard from ARPA → gross margin → churn → LTV → payback, then name Gurley's caveat. That is the whole skill.
Common mistakes
- Heroic lifetimes to push a 2.7× ratio over 3× on a slide.
- Revenue LTV / CAC. On 80% margin that overstates by 25%.
- Chasing 3× while payback is 30 months. You can "pass" the heuristic and still run out of cash.
- One company-wide ratio. Segment first.
Check yourself
LTV $40k, CAC $15k. Do you "have 3×"?
No. About 2.7×. Lower CAC to ~$13.3k or improve contribution or churn.
Why did Gurley distrust LTV?
It assumes stable churn, stable ARPA, knowable lifetime, and capital to fund payback — often false early.
Key takeaways
- LTV/CAC > 3 is a heuristic, not a law. The classic case is about 2.7×.
- Below 1× destroys value. Distrust long lifetimes and revenue-based LTV.
- Hit payback first when capital is tight; then raise the ratio with retention and expansion.
- Segment. A blended 3× can be one great motion plus one that is underwater.
Further learning
The Dangerous Seduction of the Lifetime Value Formula (Bill Gurley)Many consumer Internet business executives are loyalists of the Lifetime Value model, often referred to as the LTV model or formula. Lifetime value is the net present value of the profit stream of a customer. This con…Above the Crowd
Back to the map: unit economics.
Related
Unit economics: CAC, LTV and payback
Whether one more customer makes money, how long until cash comes back, and why the LTV formula lies if you treat it as truth.
Lifetime value
Gross profit you expect from a customer over their life. The simple formula lies if churn or ARPA is not stable.
CAC payback
How many months of contribution it takes to recover CAC. Cash cares about this more than about LTV.