William Herring

i've spent 100+ hours breaking apart what youtube's gemini algorithm actually cares about and today i've decided to document ALL my findings... every signal taken from your script, analytics and what viewers do AFTER the video, plus the exact scripts that force the algo into loving your faceless channel… here's EXACTLY what's included inside that guide: → what actually changed (youtube stopped sorting by broad topic, gemini now builds a granular interest profile per viewer and matches with surgical precision, which means you only compete against channels with your EXACT content signature now, and a generic signature gets you buried no matter how good the edit is) → how gemini reads you across 3 layers (transcript analysis for expertise level, editorial POV and whether it scores as default-AI output, visual analysis for footage-to-script match and production value, and viewer-behavior signals for what they do AFTER the video ends) → the 4 signals it actually weighs (CTR paired with early retention so clickbait that delivers is fine but clickbait that doesn't is now actively PENALIZED, retention curves at a flat 50% beats a spike that crashes by minute 5, satisfaction signals from post-view behavior, and session contribution measuring whether your video makes them watch MORE youtube) → the 4 script builds that move those signals (the CTR-retention bridge that reiterates the hook's promise in the first 2 minutes, the retention architecture running the first 50 formula in minute 0-1 on a 1-5 context-action ratio, the satisfaction build that over-delivers early and answers objections in-script, and the session moves that hand viewers their next video) → everything off the video gemini ALSO reads (150-300 word descriptions that act as its second document, 10-15 tags, intent-signalling chapters, plus the channel-level scores: niche clusters, upload consistency, returning-subscriber % and content depth getting more sophisticated over time) → (BONUS) the 5-minute gemini audit (a pre-upload checklist you run before you publish, plus the 3 inauthentic-content patterns that terminated 16 channels in january 2026 and exactly how to dodge structural uniformity, AI language-pattern matching and a low originality score) all backed by my experience of generating 150M+ views for clients with youtube scriptwriting like + comment "GEMINI" and i'll send EVERYTHING your over (must be following + RT for priority access)