Jev + Opus 5.5 做广告研究：40 秒分析 724 条广告
作者用 Jev 对 37 个品牌的 724 条广告做四类结构化判断，低置信度转人工，Opus 再据此写品类简报。
jev + opus 5.5 for ad research... i don't get why every marketer isn't running this yet. matthew berman pushed 724 live ads from 37 brands through jev in 40 seconds. i built my own version to see how far it goes. for every ad jev returns four typed judgments: → which hook the ad opens with → what format it runs in → how aware the buyer already is → whether a human should look at it anything under 0.70 confidence goes to a person. opus reads the tags and writes the category brief: which hooks everyone copies and which angle barely anyone tests. input costs $0.042 per million tokens and output is free, so reading a whole category costs pennies. i break down how to build it in the article below:
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