openclaw-virality-critic

Submit the script for an adversarial review pass covering first-1/3-second clarity, curiosity, information density, pattern interrupts, escalation, and payoff timing. Findings come back as severity, evidence, likely effect, concrete revision, and a validation metric.

The review checks hook clarity, curiosity and value, information density, pattern interrupts, escalation, payoff timing, caption readability, visual repetition, dead-air risk, CTA fit, unsupported claims, and audience mismatch.

It accepts a concept, script, storyboard, or rendered short. Any of these artifacts can be submitted for the same structured retention and creative review pass.

No. The review separates measured evidence from hypotheses and never uses guaranteed or sure-bet language. It also does not claim access to platform ranking signals unless evidence is supplied.

It is read-only by default and does not change model or runtime policy. One adversarial pass is considered sufficient unless another revision cycle is explicitly requested.