How can we quickly side‑by‑side compare YouTube channels about science to see who truly fits?
We standardize recent performance (L30D ER%, min/avg/max views, posts/mo), verify audience markets and brand-safe topics, run semantic AI on titles/descriptions/transcripts, flag fraud/engagement anomalies, and present side-by-side sheets so you can view audience age/gender/geo, reachability and content match for YouTube channels about science.