@vladdubchak_x built a Maxfusion plus TypeSafe tool that scores every shot of a Meta video ad in 1.5 seconds. They pushed 450-plus ads through in under 3 minutes, and say one Duolingo ad received 50 judgments in 1.52 seconds for $0.00028 and a score of 88.

Vlad Dubchak (@vladdubchak_x) published this on 2026-09-18. @vladdubchak_x built a Maxfusion plus TypeSafe tool that scores every shot of a Meta video ad in 1.5 seconds. They pushed 450-plus ads through in under 3 minutes, and say one Duolingo ad received 50 judgments in 1.52 seconds for $0.00028 and a score of 88. 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. How Jev or TypeSafe is used, in the post's own words: “Jev is insane for ad research.” The post does not name a separate audience. It is for people reading what @vladdubchak_x shows here (it includes media).