How to Reverse-Engineer a Competitor's Viral Reel
A single viral video teaches you almost nothing. Here's how to analyze competitor Reels properly — the six load-bearing questions, and what breaks at 30 videos.
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.
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.