Virality Predictor watches your whole short-form video, including the voiceover, and returns a structured report: an overall score, sub-scores for hook, pacing, captions, audio and call to action, timestamped issues with concrete fixes, an estimated retention curve labeled as a model estimate, and two to three rewritten hooks. It is a pre-publish review tool, not a promise of virality.