Litigation Thumbnail & Title A/B Testing Framework [ADVANCED]

ADVANCED — for use after channel has baseline data. Structured framework for A/B testing thumbnails and titles using YouTube's native test feature; identifies which videos are good candidates for testing (impressions are high but CTR is low); generates alternative thumbnail/title concepts for testing; interprets test results; addresses the specific tension of legal content where ethics rules limit clickbait approaches