Jev Demo Tags 724 Live Ads From 37 Brands in 40 Seconds

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A public Jev workflow by Matthew Berman processed 724 live ads from 37 brands in about 40 seconds, tagging each ad for hook, format, offer, CTA, awareness stage and landing-page mismatch at a reported token cost of about $0.09. The demo points to a narrower but potentially high-volume role for decision-only models in marketing operations: turning unstructured campaign material into structured audit data.
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