Benchmark To Brief

This bridges the gap between research and execution for short-form video campaigns. You feed it validated benchmark data like pattern tables, comment analyses, or performance reports, and it outputs campaign briefs, concept candidates, hook libraries, or test matrices. The whole point is staying grounded in real evidence. It won't let you invent personas or claims that aren't backed by your source data, and it explicitly separates observed facts from inference when evidence is thin. Use it when you've already done the research legwork and need to turn findings into actionable creative direction without drifting into unsupported brainstorming. It's opinionated about not skipping the brief stage or passing raw research straight to production.