Do AI-generated fashion images need a label? The AI Act transparency rules
Article 50 of the AI Act requires chatbot disclosure, machine-readable marking and deepfake labels from August 2026. What it means for campaigns, product imagery and virtual models.
KEY TAKEAWAYS Summary by the editors
- Article 50 of the EU AI Act requires that people be informed when they interact with an AI system such as a chatbot, unless this is obvious, at the latest at the first interaction.
- Providers of generative AI systems must mark synthetic audio, image, video and text in a machine-readable, detectable way; systems already on the market before 2 August 2026 have until 2 December 2026.
- Deployers, which includes brands publishing AI imagery, must disclose deepfakes: content resembling real persons, objects, places or events that could falsely appear authentic.
- For evidently artistic, creative or fictional work, the deepfake disclosure can be limited to a notice that does not hamper the display or enjoyment of the work.
- The Commission's voluntary Code of Practice on transparency of AI-generated content was finalised in June 2026 and is recognised as an adequate tool for demonstrating compliance.
Not every AI-assisted fashion image needs a visible label, but many do. Under Article 50 of the AI Act, applicable since 2 August 2026, brands must tell customers when they are talking to a chatbot and must disclose deepfakes, meaning AI-generated or manipulated images, video or audio that resemble real people, places or events and could appear authentic. A photorealistic AI model wearing a real product on a product page is a typical case to assess.
What does Article 50 require, and from whom?
Article 50 splits duties between providers, who build or sell AI systems, and deployers, who use them. A fashion brand running a campaign with an image generator is normally a deployer; the tool vendor is the provider. A brand that builds its own customer chatbot may be both.
| Duty | Who is responsible | Fashion example | Applies from |
|---|---|---|---|
| Tell people they are interacting with AI | Provider (by design) | Styling assistant or customer service chatbot | 2 Aug 2026 |
| Machine-readable marking of synthetic output | Provider of the generative system | Image generator used for lookbooks | 2 Aug 2026; 2 Dec 2026 for systems already on the market |
| Inform people exposed to emotion recognition or biometric categorisation | Deployer | In-store camera analytics | 2 Aug 2026 |
| Disclose deepfakes | Deployer | Photorealistic AI model or digital twin | 2 Aug 2026 |
| Disclose AI text on matters of public interest | Deployer, unless human editorial review | Rarely relevant to product copy | 2 Aug 2026 |
The information must be clear and distinguishable, given at the latest at the first interaction or exposure, and must meet accessibility requirements. Breaches of Article 50 fall under the fine tier of up to EUR 15 million or 3% of worldwide turnover.
When is an AI fashion image a deepfake?
The Act defines a deepfake by two features: the content resembles existing persons, objects, places, entities or events, and it would falsely appear to a person to be authentic or truthful. That definition was written with politics in mind, but it fits several common fashion practices:
- Digital twins of real models placed in scenes or outfits they never wore.
- Photorealistic synthetic models on product detail pages that a shopper would take for a photograph.
- Virtual try-on or background swaps that place a real product in an invented real-looking location.
- Synthetic voice or video of a recognisable designer or ambassador in social content.
Less likely to qualify: clearly illustrative or stylised artwork, retouching that does not substantially alter the image, and visibly fantastical campaign imagery. Article 50 exempts providers' marking duties where a system only performs assistive standard editing or does not substantially alter the input. For evidently artistic, creative, satirical or fictional work, the deployer's disclosure is limited to noting that generated content exists, in a way that does not spoil the work.

What is the Code of Practice on AI-generated content?
The AI Office facilitated a Code of Practice on transparency of AI-generated content, drawn up by independent experts. According to the Commission, the final code was scheduled for publication on 10 June 2026, around 190 organisations had signed by the end of July 2026, and the Commission and AI Board confirmed it as an adequate voluntary tool for demonstrating compliance. The Commission also published draft guidelines on the scope of Article 50 on 8 May 2026. Signing is voluntary; the Article 50 obligations are not.
How should a fashion brand label AI content in practice?
Because the law sets outcomes rather than wording, brands need a house rule. A workable approach combines a policy, a workflow and a vendor check:
- Classify assets at creation. Tag every image, video and text in the DAM as human, AI-assisted or AI-generated, and record the tool used.
- Apply a deepfake test. Ask whether a reasonable shopper could take the asset for a real photograph of a real person or place. If yes, disclose.
- Use consistent wording and placement. A short caption such as "AI-generated image" near the asset, in alt text and in social captions, avoids hidden disclosures.
- Keep provider marking intact. Do not strip metadata or watermarks when exporting; check that the CDN and image compression preserve them.
- Disclose chatbots on first contact. Name the assistant as AI in the opening message, not only in the privacy policy.
- Secure consent and rights. Digital twins need contractual consent from the person depicted; the AI Act does not replace image rights or GDPR.

What are the limits and risks?
Machine-readable marking is still maturing, and the Act itself qualifies the duty as "as far as technically feasible". Metadata can be lost in editing, and visible labels can be cropped by marketplaces or resellers. Over-labelling carries a commercial cost too: a disclaimer on every lightly retouched image dilutes the signal. The defensible position is a documented policy that applies the deepfake test consistently, plus vendor contracts that confirm marking capabilities.
Agencies and freelancers add a further layer. Much fashion imagery is produced by external studios, retouchers and content agencies using their own tools. The brand that publishes the content remains the party customers see, so briefs and contracts should require suppliers to declare which assets were generated or substantially altered with AI, to keep provider marking intact and to hand over the information needed to apply the house labelling rule. The same applies to wholesale partners who receive product imagery for their own webshops: if an image needs a disclosure on the brand site, the retailer needs to know that too, ideally through a field in the product data feed rather than a separate email.
Transparency rules also sit alongside consumer law. Misleading a shopper about how a garment fits or looks remains an unfair commercial practice regardless of how the image was made, so product imagery that is AI-generated should still represent the real item faithfully.
Frequently asked questions
Do AI-generated product images need a label in the EU?
If they are photorealistic and could be mistaken for real photographs of real people or places, they are likely deepfakes under Article 50 and must be disclosed by the deployer. Clearly stylised or minimally edited images are less likely to require a label.
Does a fashion chatbot have to say it is AI?
Yes. Article 50 requires that people be informed they are interacting with an AI system unless it is obvious, at the latest at the first interaction.
What is the deadline for watermarking AI images?
Providers of generative AI systems must mark output in a machine-readable way from 2 August 2026. Systems placed on the market before that date have until 2 December 2026 under the AI Omnibus.
Is the Code of Practice on AI-generated content mandatory?
No. Signing is voluntary, but the Commission and the AI Board consider it an adequate tool for demonstrating compliance with Article 50, which is binding.
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SOURCES
- artificialintelligenceact.eu: Article 50, Transparency obligations
- European Commission: Code of practice on transparency of AI-generated content
- White & Case: EU AI Omnibus enters into force, amending the AI Act
- FashionUnited: H&M to create 'twins' of models with AI
- artificialintelligenceact.eu: Article 99, Penalties




