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Optimization

Lesson 30 of 30 · 10 min

Scaling what works

More budget does not simply mean more of the same result.

Efficiency decays as you scale

The first money reaches the easiest, cheapest, most responsive people. Doubling the budget reaches progressively less responsive ones, so a channel that returned 5x at a small budget will not return 5x at ten times the spend. Plan for the curve rather than being surprised by it.

Scale in steps, not leaps

Large sudden budget increases destabilise algorithmic delivery and make results unreadable. Raising spend in measured increments lets you see where efficiency starts to bend and stop before it becomes expensive.

Know which constraint you are hitting

Growth stalls for different reasons: the audience is exhausted, the creative has fatigued, or the category simply has no more demand right now. Each has a different fix, and more budget solves none of them.

Decide your acceptable return before scaling

Scaling almost always trades efficiency for volume. Agree in advance what return still counts as worth having, so the decision to keep going or stop is made against a standard rather than against whoever argues hardest.

Takeaway

Scale in steps, expect efficiency to decay, and know in advance the return at which you stop.

Check yourself

No score, no signup — pick an answer to see why it's right.

Question 1

A channel returns 5x at a small budget. What should you expect at ten times the spend?

Question 2

Growth has stalled despite more budget. What is the right first question?