The HighQualityUGC blog
Tactical breakdowns on AI actors, ad creative, and paid social for DTC teams that answer to their own ROAS.

Why AI faces drift between clips, the regeneration counts that prove it, and the reference-anchor workflow that locks one actor across a whole batch.

The median and top-performer thumbstop numbers for Meta, TikTok, and YouTube, plus five opening types and a test plan to raise yours.

Real creator rates, hidden fees, and AI tool pricing compared, plus the budgeting formula media buyers use for testing.