How Meta decides to show an AI Info label
Meta's AI Info label fires from industry-standard file signals or from self-disclosure. Which of those you control, and why a real photo can still get labelled.
8 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
Fingerprinting the Real Instead of the Fake
Detecting fakes is a race with no finish line. The alternative gaining ground is signing real media at capture — which flips what 'unlabeled' means.
8 min read
One Disclosure, Five Destinations: A Cross-Platform Labelling Checklist
YouTube, TikTok, Instagram, Facebook, and Pinterest each label AI content differently. A working checklist for one asset published across all five.
8 min read
Writing an AI Disclosure Line Nobody Scrolls Past
Once you have to disclose AI use, the disclosure becomes copy. Placement, wording and the specific ways a technically-correct label still fails.
7 min read
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