Direct answer

Usually disclose a photorealistic AI-generated product background, but name the background rather than the whole image. A generated setting does not automatically trigger EU AI Act Article 50; the legal test is whether the final image constitutes a deep fake. TikTok's rule is broader and requires a label for realistic AI-generated images.

Applies when

  • Article 50(4) requires a deployer to disclose AI-generated or manipulated image, audio or video when it constitutes a deep fake. The Act defines a deep fake as content that resembles existing persons, objects, places, entities or events and would falsely appear authentic or truthful.
  • A generic generated studio or fictional setting is therefore not automatically an Article 50 deep fake. The threshold becomes more likely when the background appears to document a real place, property, event or product context that did not exist. The disclosure must be clear and distinguishable by first exposure when the duty applies.

Doesn't apply when

  • A flat colour, abstract texture or obviously illustrated backdrop that cannot reasonably be understood as a real setting.
  • Dust removal, colour correction or a crop that does not alter the product or the represented scene.
  • AI used only for ideation when no generated pixels appear in the published asset.

Worked decision

Example

A photographed bottle is placed in a photorealistic AI-generated kitchen for an Instagram campaign.

Decision: Disclosure recommended

The product remains real, but the setting can be read as photography. Specific wording preserves that distinction and supports Meta's disclosure layer without falsely calling the bottle synthetic.

Background generated with AI. Product photographed.

Next steps

Required action

  1. Record the generated or altered component, source asset, tool and destination before publishing.
  2. Apply the native platform label wherever the applicable platform workflow requires it.
  3. Use component-specific wording such as: “Background generated with AI. Product photographed.”

Publishing layer

Platform differences

Instagram and Facebook

Meta can display AI info based on industry signals or publisher disclosure. Its presentation distinguishes generated content from content detected as only modified by AI.

Open platform guide →

TikTok

Label realistic AI-generated or significantly edited images. A generated photographic setting can meet TikTok's broader AIGC threshold even when the EU deep-fake test remains uncertain.

Open platform guide →

Website or commerce page

There may be no native label control. Put component-specific wording next to the image and retain the source product photo and generation record.

Open platform guide →

Evidence

Source

Freshness and accountability

Last verified

Last reviewed 2026-09-12 · Current

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Copy-ready language

Disclosure wording options

Concise

Background generated with AI. Product photographed.

Commerce

Product is real; the surrounding scene was generated with AI.

“Doesn't apply” means no disclosure requirement is identified for the facts stated here. A client policy, advertising rule or another destination platform can still be stricter. This page is source-backed information, not legal advice.