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Ad Intelligence

Reading test results without fooling yourself: signal versus luck, and when a winner is actually a winner.

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What is AI ad intelligence and what does it actually do?

What an AI ad intelligence tool does, how it differs from automation rules, spy tools, and dashboards, and what to check before you trust one.

7 min read

Statistical significance for Facebook ads: why the calculator keeps crowning losers

Why a standard statistical significance test fails Facebook ad creative batches, and how FDR correction and shrinkage toward format priors fix it.

5 min read

Ad fatigue: when to refresh creative (and when your data is lying)

How to tell a fatigued ad from a bad market week, which frequency thresholds matter on Meta, and when to refresh creative without killing a winner too early.

5 min read

Facebook ads performance dropped suddenly? Run this diagnosis before you touch anything

When Facebook ads performance dropped suddenly, the cause sits in one of four layers: platform, account, creative, or plain variance. Here is the order I check them in.

7 min read

Facebook Audience Network placement audit: finding the clicks that never convert

A step-by-step placement audit for Meta Ads Manager: the breakdown to pull, the red flags that expose Audience Network junk traffic, and when Advantage+ placements is still the right call.

7 min read

Scaling winning ads without breaking them: the part the 20% rule skips

Why winners sink when you raise the budget, what Meta's learning phase has to do with it, and how a holdout tells you whether scaling was the culprit.

5 min read

Meta Only Spends on One Ad? Why Delivery Concentrates and How to Test Anyway

When Meta only spends on one ad and starves the rest, your test is broken by design. Here is why delivery concentrates and the structure that gets every variant read.

7 min read

Won, or just lucky? How to read an ad test without kidding yourself

A small sample can crown a loser. Here is how I tell a creative that actually won from one that got lucky, without a single statistics-class formula.

5 min read