Question Hooks: Engineering the Curiosity Gap
Most question hooks fail because they could be asked of anyone. Here's the specificity test, TikTok hook examples that pass it, and the 2026 two-layer stack.
Editing to the Beat: What Audio Analysis Reveals About Viral Pacing
We run every video's audio through beat, drop, and energy-section detection. Here's what BPM, beat strength, and drop timing actually tell you about pacing.
Ghost Engagement: Views but No Saves, Shares, or Follows
Getting views but no followers on TikTok or Reels means your video earned passive attention and no active signals. Here's how to diagnose it and fix it.
Why Your TikTok Views Are Stuck at 200 (It's Not a Shadowban)
TikTok views stuck at 200 is a test wave, not a shadowban. What that first distribution round measures, the two mistakes that reset it, and the 14-day fix.
The Anatomy of a Viral TikTok Hook in 2026
What actually makes the first three seconds of a TikTok work in 2026, broken down by the hook archetypes our analysis pipeline sees most often.
Instagram Reels vs TikTok: What Actually Changes When the Algorithm Changes
We score the same videos for both Reels and TikTok with the same engine. Here's what the score gap actually tells us about how each platform reads content.