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Applied AI·November 11, 2026·1 min read

ChatGPT Ads got brands to bite. Now comes the hard part.

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100,000+ advertisers testing ChatGPT Ads means conversational surfaces are now real ad inventory — but the next phase is ruthless ROI scrutiny. Performance marketers should treat these as experimental budget lines with tight measurement, not as brand spend you can’t yet attribute.