Tag

paid acquisition

2 postsfiled under “paid acquisition.”

Three separate evidence stages gather gray signals into two violet observations; a gap remains before the business record.

Sep 23, 2026

The Measurement Dark Matter of ChatGPT Ads

A reported conversion, an observed site action, and a verified customer are different facts. Nine public ChatGPT Ads case records show why that distinction matters.

ChatGPT Ads paid acquisition growth measurement original research

Cover reading 'How to Run ChatGPT Ads Effectively', with three click-through-rate rows showing ChatGPT ads at about 0.9 percent, the cited test at 1 percent, and Google search at about 6.4 percent

Sep 17, 2026

How to Run ChatGPT Ads Effectively, and What the $1,200 Burn Post Got Wrong

A ~1% CTR is one reported comparison, not a verdict. What the widely cited $1,200 ChatGPT Ads experiment measured—and how to instrument a test properly.

ChatGPT Ads paid acquisition growth measurement evidence synthesis

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