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The same low CTR means four different things at four different levels. Fix it at the wrong one and you waste a production budget on a targeting problem.

Nobody chooses to show one person the same video eight times. Delivery drifts there on its own — and frequency is where you catch it.

Three good weeks outvote one bad one, so spend keeps climbing on an ad that’s already dying. Split the period in half and look again.

A 45–54 group clicking at 3× the account average was getting 9% of spend. Nobody decided that — and no per-ad metric can see it.

When one video runs in two ad sets, your account already contains a controlled experiment. Almost nobody reads the result.

It read beautifully, took minutes, and cost two dollars. The replacement is checkable, instant, and free — here’s what we learned.

When a traffic segment clicks three times more than the rest of your account, it’s usually not a winner. It’s a click farm.

On one audited account, 18 of 19 videos lost the most viewers in the same stretch. That’s not bad videos — that’s one fixable habit.

Impressions are measured. ROAS is configured. Treating them the same is the most expensive habit in performance marketing.

Health lights, per-ad paragraphs with proof, a shooting brief timed by your own retention curve, and a budget reallocation table.