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AI virality score predictor for short videos

A tool that scores short videos for viral potential before posting, using a model that analyzes faces, motion, and sound. It helps creators optimize content but has blind spots: it cannot evaluate curiosity hooks, captions, or storytelling elements that drive sharing.

3 engagement·1 source·Sun, Jul 12, 2026, 04:09 AM
The model predicts virality based on visual and audio features like faces, motion, and sound. It fails to account for captions (important for mute viewing), curiosity hooks, character, or narrative—key factors in shareability. The creator tested by changing hooks, recutting, swapping captions, and adding on-screen action, but the score barely moved, revealing the model's limitations.

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Viral Hook Maker: app to create vertical promo videos with hook clips

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YouTube watch history analyzer for parents

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SocialKit: social media scraping API for content creation and scheduling

SocialKit is an API that scrapes social media data to power content creation and scheduling. It uses AI to help users generate and manage social media posts, solving the problem of manual content research and posting for marketers and creators.

1 engagement·1 source·reddit