Ad AI labels vs organic post labels
Meta ads AI info is not the organic Made with AI toggle. One file, two surfaces. Ads Manager can auto-label; organic still needs its own disclosure.
7 min read
Photoreal is the disclosure test
YouTube, TikTok, and Meta all trigger on realistic synthetic that could be mistaken for real. Animation, scripts, and grade usually do not.
6 min read
A testimonial ad is not a review
A testimonial ad is paid, scripted, and disclosed. A review is unprompted. Mixing them is a fake-endorsement problem.
7 min read
UGC for finance cannot invent a client
Finance UGC cannot invent a client. Use real, consented proof or faceless process. Disclose paid and synthetic.
8 min read
A UGC brief template that holds
Name real vs style vs AI, rights, disclosure, the hook, and product-in-hand. A brief is a production file, not a rate card.
8 min read
UGC without showing your face
Hands, screen, voice, or an avatar still make a UGC-style ad. AI presenters still need disclosure at first exposure.
8 min read
Does this cut need an Article 50 label?
Label it if a real person, place or event would look authentic at first exposure. Assistive edits and pre-2 Aug published files sit outside.
10 min read
Content credentials do not survive a social re-export
Instagram strips C2PA on upload. Re-export from CapCut often drops it. The platform then guesses.
6 min read
EU Article 50 marking versus the platform label
The AI Act transparency duty is on providers and deployers. The TikTok/YouTube/Meta label is the platform's own detector. They are not substitutes.
6 min read
The FTC ad disclosure is separate from the AI label
A paid integration still needs a clear ad disclosure. An AI info tag does not tell the viewer they are being sold to.
6 min read
PACs: deepfakes of private persons are not ads
Likeness law. FTC disclosure is separate from the AI label.
4 min read
CRE video: flythroughs, tenant mix, and disclaimers
Rendered space and proforma returns are the real liabilities in a brokerage reel. Get a not-as-built labeling convention and a structure led by demographics.
8 min read
Pinterest labels AI without any metadata
Pinterest labels from IPTC metadata, owner disclosure, and classifiers that catch generated content with no obvious markers. Stripping files changes nothing.
8 min read
Four design options from one room photo
Remodelers and flooring retailers lose deals in the imagination gap. A four-variant render-to-video build from one room photo, plus the sourcing rules.
9 min read
Self-storage video: one clip per unit size
Unit-size confusion is the conversion blocker in self-storage. A 20-second-per-size video library spec, plus the promo and lien-law text that belongs on screen.
9 min read
The perception gap between you and your audience
Ad executives overestimate younger consumers' warmth toward AI ads by 37 points. A per-brand tolerance test you can run in a fortnight.
8 min read
Retouching People Responsibly: Skin, Hair, Teeth
Portrait retouching now sits inside a real disclosure regime in some markets. What triggers a label, what doesn't, and how to build a compliant preset.
8 min read
UGC creator vs influencer: different jobs and deals
Influencers sell distribution to an audience. UGC creators sell content with no posting requirement. Different rights, disclosure rules, and growth paths.
9 min read
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