How to use this library
These pages surface live Meta ad patterns from brands in the category — hook types, pacing, proof structures, and CTA language. Use them to inform hypothesis generation, not to copy creative blindly.
Pair library research with your testing framework: one isolated variable per sandbox, stop rules written before launch, human approval on every export.