What Test & Compare won't let you test
Shorts, Made for Kids, private, and age-restricted videos cannot run Test & Compare. The eligibility matrix, what stops a live test, and workarounds.
9 min read
What YouTube's AI disclosure does not cover
YouTube exempts animation, beauty filters, colour work, effects, your cloned voice, captions and audio repair. Decide in one pass if a video needs the label.
9 min read
Where YouTube puts your AI label
Since May 2026, photorealistic AI labels sit below the long-form player and overlay Shorts. Unrealistic and minor edits stay in the expanded description.
9 min read
YouTube auto-labels AI from C2PA metadata
YouTube applies AI labels from three sources you don't fully control. Know which ones fire automatically before you decide what the upload toggle is for.
9 min read
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