Jev is insane for ad research.
Scored every shot of Meta video ads with Jev on top of Maxfusion, judging 50 shots in 1.52 seconds for $0.00028 per ad.
The original post
Jev is insane for ad research.
I built a tool that scores every shot of any video ad on meta in 1.5 seconds.
It runs on Maxfusion + @typesafeai
I pushed 450+ ads through it in less than 3 minutes.
It pulls any advertisers live video ads from Research Lab on Maxfusion.
Maxfusion watches the ads and gives a forensic breakdown.
Jev then judges each shot and rates the whole ad.
It made 50 judgments in 1.52 seconds for $0.00028 and scored this Duolingo ad at 88.
Jev is the fastest decision maker I have ever worked with.
Engagement when collected
Numbers are a snapshot taken from X when the case was added to the library (schema v1, collected 2026-09-19); they will not match today.
Where this case fits
Filed under video, animation & media, sales, ads & marketing. In the pattern Jev is built for, the model answers a bounded question per step — and ordinary code acts on the answer, because the answer is already a value rather than a paragraph. Other posts in the same family are on the video, animation & media page.
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Last updated: 2026-09-22 · sources & corrections · every card links to its author's original post