Layout-first prompting for posters and covers
Some models now plan composition before they render. Prompt patterns that pin zones for posters, covers and thumbnails without dropping into coordinates.
9 min read
Mine rewatch spikes for your next thumbnail
A bump above the retention line is a moment the audience chose. Turn spikes into thumbnails, clips, and re-hooks, then test them against a control.
8 min read
'No clear winner' is a result
An inconclusive Test & Compare result is information, not a glitch. Why variants were too similar or impressions too thin, and what to change before you re-run.
9 min read
Packaging problem or content problem?
Click-through and retention form a two-by-two that tells you whether to repackage or re-edit. Most creators re-edit videos that only needed a new title.
9 min read
Reusing a Snapchat tile image blocks payouts
Snap names repeated tile images and misleading thumbnails as separately disqualifying. Here is a tile habit that keeps a high-volume account payable.
9 min read
Spend 30% of your time on ideation
The gap between top and small creators is time spent on ideation and packaging, not kit. Track your split and reallocate without cutting weekly output.
9 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
YouTube's Off-Putting Content Rule, Decoded
YouTube's second non-monetisable bucket judges the reaction a video is built to produce. The formats that trip it, and the edits that pull one back.
8 min read
Extracting Stills From Footage You Already Rendered
A rendered clip is several hundred frames deep. extract_video_frames pulls one you already paid for; analyze_video helps you find which one first.
7 min read
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