ClipPulse

ClipPulse is a web app (with optional mobile companion) that helps creators and small brands validate viral-style content ideas before they spend time filming and editing. You paste a draft hook, caption, and rough storyboard (or upload a scratch video), then ClipPulse benchmarks it against current platform patterns: hook structures, pacing, topic fatigue, sound/format saturation, and audience fit. It returns a “virality risk report” with specific edits (first 2 seconds rewrite, cut suggestions, CTA placement) and a short list of comparable recent posts to emulate—without pretending it can guarantee virality. It also tracks your own posting history to learn what actually works for you, not generic advice. The goal is fewer dead-on-arrival posts and faster iteration cycles, using lightweight testing and evidence instead of vibes.