Negative hooks vs benefit hooks: run the pair
Loss-framed openers usually beat benefit-framed ones, but the size of the gap is yours to measure. A paired-post protocol that produces your own number.
9 min read
Score hooks at 24 hours, not at 7 days
Lifetime views are dominated by later distribution, not by your hook. A fixed 24-hour checkpoint sheet that reads average watch time instead of view counts.
9 min read
Size a thumbnail test by impressions
A two-point CTR gap is invisible until each variant has thousands of impressions. Here is the sizing math, and which videos are worth testing.
8 min read
Testing Shorts covers without a native tool
Shorts sit outside YouTube's native thumbnail test. A consecutive-post protocol, the metric to hold fixed, and the confound that wrecks most cover tests.
8 min read
The first-two-seconds trim test
Republish an underperformer with the opening two seconds deleted and nothing else changed. The setup, the metric, and the curve shape that predicts a win.
9 min read
The opening text card as a second hook
On-screen text in frame one hooks independently of the audio and can quietly contradict the visual. How to test card variants against one identical cut.
9 min read
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