Vendor reportSeer Interactive, 28 Jul 2026
The average ad-to-answer fit stayed around 3.3 out of 5
Channel validation
3.29/5
was Seer’s average ad-to-response alignment score in its updated July 2026 ChatGPT ads pull
- Reader Note:
- Seer says it 'created a rubric to evaluate how aligned each ad was to the ChatGPT response above it' and reports an updated average alignment of 3.29 out of 5 versus 3.39 out of 5 in the first pull. The source does not publish the full rubric, the number of ads scored, or whether multiple raters were used.
- 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 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.




