This strict public sample contains 105 fully audited Airbuds-app creator/post pairs: 39 creators publicly identify as ambassadors, 5 carry direct paid evidence, 2 enter named contests, and 59 remain unknown rather than being rounded up to organic.
Every retained post has a complete transcript and ordered-frame review. Ten weak, negative, news-syndication, or hardware-homonym posts were excluded after review, while two live TikTok pages were moved to a documented retry queue because repeated media extraction failed.
The sample shows a distribution system built from peer culture rather than software education: weekly recaps, friend-listening reactions, fandom, campus identity, profile decoration, and username exchanges make the music feed itself the content prompt.
This is a sample of attributable public posts, not a census; the earlier 200-row roster was not retained because Bluetooth-earbud homonyms and unauditable rows would have overstated Airbuds' creator marketing.