scrollclaw-score

Score UGC videos for virality by evaluating final assembled clips against a seven-criterion framework that measures hook strength, pacing, and shareability on a 0-100 scale to enforce a 70+ go/no-go gate before distribution.

A go no-go gate for campaign video quality checks is a pre-publish threshold that requires a candidate clip to average 70 or above across seven virality scoring dimensions, preventing weak content from being distributed and routing failures back upstream for remediation.

Validate caption readability and scroll-stop power by running final clip files through the seven-dimension virality scoring framework, which scores these specific metrics alongside hook strength and completion likelihood to determine campaign readiness.

You can use campaign brief and persona research to inform UGC scoring by providing them as optional campaign context, allowing the evaluation to align scoring with audience intent and append learnings to a persistent campaign file.

When a UGC clip fails the virality score threshold, the process appends remediation learnings to the campaign file and routes the work back to the appropriate upstream skill in the content pipeline for correction.

The limitation of a 7-part virality score is that it strictly enforces a 70+ average threshold, meaning clips with strong emotional impact but weak text readability will fail the gate and require upstream remediation before re-evaluation.