Chapter 16

Scaling Demand

10 min

Core Premise: Scaling is not just spending more. The Efficiency Ceiling, Marginal CAC, and the Scaling Decision Framework govern profitable growth.

The Efficiency Ceiling

Every channel has a ceiling: the spend level above which efficiency materially degrades.

Signs you have hit the ceiling: - Marginal CAC increasing - Audience saturation - Creative fatigue accelerating


Marginal vs. Blended CAC

Blended CAC: Total spend / total customers (masks problems) Marginal CAC: Cost of each additional customer (reveals problems)

Scaling decisions should be based on marginal, not blended.


The Scaling Decision Framework

  1. What is current marginal CAC?
  2. Are we at or near ceiling?
  3. What expansion strategies are available?
  4. What are the risks?
  5. What will we test first?

Expansion Strategies

Vertical Expansion: New ICP segments Horizontal Expansion: New channels Creative Expansion: New messages/formats Funnel Expansion: Broader top of funnel Efficiency Expansion: Optimize current


The Diversification Imperative

No channel should exceed 60% of spend at scale. Platform changes can destroy concentrated portfolios overnight.


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