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. Spy is input.
Pair library research with your testing framework: one isolated variable per sandbox, stop rules you wrote before launch, human approval on every export. No invented 2026 league tables.