I've been testing ad segmentation across about a dozen different industries lately, and the CPA drop has been consistently around 40%. Feels daft I didn't spot this pattern sooner.
We internally call it the 'anatomy of ads' - basically splitting your audience into two distinct buyer types.
First buyer: Someone aware they need to buy. Classic Andy needing a roof or a mortgage. Easy to target because you can blast generic ads like 'Need a roof?' or 'Mortgage rates here.' Problem is, that's maybe 10% of the market.
Second buyer: The other 90%. Their roof has a small leak, moisture is in the walls, but it's not urgent yet. They'll deal with it later. They don't even know they have a problem worth solving today.
Your ad's job is to build enough urgency in that second group to get them to click. Tell them the problem exists, it's small now, but ignoring it will cost them far more down the line.
The structure we follow:
WHY (ad creative): Pulls the prospect into the problem. Makes them stop scrolling and think, 'Hang on, that's me.' A question forces the brain to participate - e.g. 'Why are you not losing weight even though you're eating less?' A statement gets rejected instantly.
WHAT (headline of landing page): The outcome people actually buy. Relief, control, confidence. Future-pace the better version of their life.
HOW (landing page body): Not a full tutorial - just imply there's a repeatable process. Once the brain believes 'there's a way out', resistance drops and you get high-intent buyers.
The exact template we use (you can adapt the blanks):
[WHY - Problem]
Why does ________ become more important than calories after 30?
Experts call it ________, but it's not really a ________ at all...
Hormones are being ________, leaving men more ________, ________, and ________.
And it's coming from every direction: ________ stress, ________ stress.
Constant pressure.
________, ________, too much sitting.
Processed food, health problems, negative headlines...
Men aren't sleeping. Minds foggy, drained.
They know they don't feel like themselves.
It's NOT aging, not normal, not permanent.
This high-stress environment strips ________, increases belly fat, destroys motivation, wrecks sleep.
Calorie-cutting only makes it worse.
[WHAT - Outcome]
Fortunately, there is another way.
Focusing on ________ rather than calories.
Thousands of men are recovering vitality, masculinity, shedding fat.
With short exercise, diet, and nutritional hacks, men can naturally ________.
Replace with ________ that make it easy to build muscle, lose fat, sleep well, feel strong.
[HOW - Solution]
The key is ________.
'How To Go From Feeling ________, ________, And ________ To ________ And ________ Once And For All - By ________ - In ________ days or less.'
We've used this framework across home services, health, B2B, and e‑commerce. Works every time if you properly identify the real problem the second buyer doesn't yet know they have.