AVD is not the same as watch time
AVD is mean minutes per view. Watch time is the total. Raising the mean by cutting the file can still destroy hours.
6 min read
Captions and watch-time data
Read retention against caption changes: isolate one variable, compare first-3s hold, then recaption. This is the measurement loop.
9 min read
How Versely captions improve the video before anyone hears it
Platform auto-captions arrive too late, in a font you do not own. Burn Versely captions in before you post: they do the hook, the silent watch, and the brand lock — and they only work if you pick one family and stop.
8 min read
Caption Studio examples are the silent-watch test
The in-app clips are one line, ten styles. Watch them muted. That is the test, not the picker thumbnail.
6 min read
Fixing step-downs at chapter boundaries
Evenly spaced small drops mean your transitions are working as exits. The bridge pattern that carries a question across the seam, and how to measure the fix.
9 min read
Good abandonment: when drop-off isn't failure
A viewer who leaves after getting the answer is not the same as one who leaves bored, but average percentage viewed scores them the same. What to use instead.
9 min read
Raise information density to stop a slow bleed
A slow bleed is the one retention shape you can diagnose from the script alone. How to score claims per minute, find your band, and edit toward it.
9 min read
Re-hook cadence: how often to reset attention
Place re-hooks on your own drop-off timestamps, not on a round interval. Graph-driven placement, then an overlay that shows whether the dip actually flattened.
9 min read
Retention benchmarks are relative, not absolute
A 35% first-minute drop can be a disaster or an above-average result. Build a length-banded baseline from your catalogue instead of chasing published averages.
8 min read
Test & Compare picks watch time, not CTR
YouTube Test & Compare crowns the variant with the highest watch time, not CTR. Why a winner can lose the click race and why Studio CTR is the wrong comparison.
9 min read
Watch time per impression, as one number
Click-through and retention trade off. Combine them into watch time per impression, which YouTube's thumbnail test accumulates when it picks a winner.
9 min read
Audience Retention Analysis for AI Creators
Audience retention analysis for AI creators: read the four curve shapes, diagnose intro cliffs, dips, and spikes, and fix each one with targeted regeneration.
7 min read
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