Vendor reportSeer Interactive, 28 Jul 2026
Category-adjacent ads became the norm at 58%
Audience targeting
58%
of observed ChatGPT ads were only category-adjacent to the response in Seer’s updated July 2026 scoring
- Reader Note:
- Seer’s unpublished ad-to-response alignment rubric groups scores of 2-3 as 'Category-Adjacent.' In the updated July 2026 pull, 58% of observed ads fell into that middle bucket, up from 28% in the first pull. The report does not disclose the total number of scored ads or the detailed scoring instructions.
- Evidence:
- Observed behaviour
- Vendor interest:
- Moderate — This comes from a company with a commercial interest in this market, so it is not a neutral source.
- Sample:
- About two weeks of data from Seer's own AI tracker and client AI tracking workspaces; ads visible in 96 of 97 workspaces; 3,697 unique advertisers counted. Prompt selection and total tracked responses not fully disclosed.
Good for
Comparing yourself against a similar segment, and choosing what to test next.
Not for
- Saying that one thing caused another, or predicting what you would get.
- This is an aggregated or average number that covers very different cases. Real results in a particular segment may differ.
- This comes from a company with a commercial interest in this market, so it is not a neutral source.
- The source never says how this number was measured.
- Nobody counted this directly — it's a calculation. The publisher worked it out itself, or took the ad platform's word for what its ads achieved.
- The source says how much it looked at, but not how any of it was chosen.




