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CASE FILE / Classification & moderation
JEV is insane for competitor research
JEV is insane for competitor research! We gave it Resilia's ad library It classified 1,891 ads in 19 seconds for $0.12 costumer journey step + Ad style And a complete deep analysis of the account Coming soon to maxfusion MCP https://t.co/tRfDerHGBs
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Stav Zilbershtein · @mightyking
Original post
JEV is insane for competitor research! We gave it Resilia's ad library It classified 1,891 ads in 19 seconds for $0.12 costumer journey step + Ad style And a complete deep analysis of the account Coming soon to maxfusion MCP https://t.co/tRfDerHGBs
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Chinese translation
JEV对于竞争对手的研究来说太疯狂了! 我们给了它Resilia的广告库 它在19秒内分类了1,891个广告,价格为0.12美元 顾客旅程步骤+广告风格 以及对账户的完整深入分析 即将登陆Maxfusion LCP https://t.co/tRfDerHGBs
What this case shows
- Fix the label space first
- Use calibrated probability to auto-pass or sample
- Fits high-volume queues with explicit options