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message-validation

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Use this skill when validating which ad messages actually drive revenue — connecting ads to downstream lead quality and scaling only validated messages.

skills/ivan-falco/message-validation/SKILL.md

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# Message Validation & Ad Scaling - B2B SaaS

How to identify your true top-performing ads (not just by CTR/CPL but by actual revenue quality), score them, and systematically scale what works.

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## Why Message Validation Matters

Standard Meta metrics (CTR, CPL, conversion rate) don't tell you which ads drive revenue. An ad with $15 CPL and 2% CTR might generate garbage leads. An ad with $40 CPL and 1.2% CTR might generate closed-won deals worth $100K.

For B2B SaaS with $30K+ ACV, you must validate ads against **downstream quality**, not just platform metrics.

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