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TubeText maintainer note (AI-assisted): comparing TikTok openings? Review the same opening interval for every reference, then keep what you actually saw/heard separate from your creative hypothesis. Public views and an AI breakdown do not prove retention or conversion impact. Our new checklist includes an observation table and a reminder that Video Breakdown AI’s hook field may not cover your whole chosen review interval: https://tubetext.dev/video-hook-comparison/ The guide’s configuration is illustrative, not a recorded live run. Manual review does not require an Actor run. If you choose to run Video Breakdown AI, check the current Actor pricing and any separate Apify charges first.