Usage rights for AI-generated images: what fashion stores need to know

Can you use AI-generated photos in your online store? Is it legal? The short answer is yes, in most situations. But there are specific points every seller needs to understand before publishing those images: what your tool's plan actually permits, how truthful advertising rules apply, when transparency with buyers goes from good practice to obligation, and what the model release situation looks like with virtual models.

This guide does not constitute legal advice. For complex, large-scale, or jurisdiction-specific situations, consult a qualified attorney.

The copyright question with AI images

Copyright law in most countries protects original works of human authorship. Images generated entirely by AI, without meaningful human creative contribution, currently sit in a legal gray zone.

The US Copyright Office has stated that AI-generated content without human authorship is not eligible for copyright protection. Courts in the EU have reached similar conclusions. The practical upshot for sellers is this: the usage rights for AI-generated images are determined by the platform's Terms of Service, not by copyright law. If the platform grants you a commercial license, you have the right to use the images to sell products.

AI-specific legislation is evolving quickly. The EU AI Act (in force since 2024) introduces transparency obligations for certain AI systems. In the US, the FTC has issued guidance on AI in advertising. Neither creates a blanket prohibition on using AI-generated product photos in e-commerce, but both impose requirements worth knowing.

What commercial plans from AI tools typically allow

Most AI fashion photography tools, including VestiAI, grant commercial use licenses for the images they generate. With a paid plan, you can typically:

• Publish photos on your e-commerce product pages.
• Use them in paid advertising (Meta Ads, Google Shopping, TikTok Ads).
• Post them to Instagram, Amazon, eBay, Etsy, and other marketplaces.
• Include them in marketing materials, email campaigns, and catalogs.

What you generally cannot do:

• Resell the generated images as a product (selling the photo itself or licensing it to other companies).
• Use images to deceive consumers about what is being sold.
• Transfer your usage rights to a third party without platform authorization.

Before any large-scale use, read the Terms of Service of the tool you are using. Terms change. What matters is the document in effect on the date you publish.

Model rights: real person vs virtual model

This is one of the most practically important points for fashion sellers.

With a real model:

When you hire a model for a photo shoot, you need a signed model release that specifies how long you can use the photos, on which channels, and in what contexts. Using a photo outside the agreed scope (after the license expires, on an unlicensed platform, or in a category the model excluded) can result in legal claims.

Well-known models or those represented by agencies often include restrictions: no use for competing brands, no use in specific product categories, no modification without approval. The contract is mandatory and, if poorly drafted, a source of expensive disputes.

With a virtual model:

A virtual model is not a real person. There is no image right to license, no contract to renew, and no campaign deadline. You use the image as long as you need it, on whatever channels you sell through, without additional cost.

One caveat: AI tools should not generate images that resemble identifiable real people (celebrities, politicians, public figures). Reputable platforms train their models to avoid this. If you notice that a generated image resembles a known real person, do not publish it.

Truthful advertising: the product photo must represent the actual product

This is the most important compliance point for day-to-day operations, and the one where sellers most often make unintentional mistakes.

The FTC's guidelines on deceptive advertising (and equivalent consumer protection laws in the EU, UK, and most markets) prohibit representations that are likely to mislead consumers about the material characteristics of a product.

An AI-generated photo must represent the product you are actually selling. That means:

• Color: If the shirt is navy blue, the photo cannot show royal blue. The generated color must match the real color.
• Print and pattern: If the garment has a floral print, the print needs to appear in the image with reasonable accuracy.
• Texture and drape: The photo cannot show a structured silhouette if the actual fabric is soft and unstructured, or the reverse.
• Details: Pockets, zippers, embroidery, and finishes that exist on the garment must be visible in the image.

AI tools that preserve the real characteristics of the garment, including texture, print, and drape, satisfy this requirement. If a tool alters colors or invents details the garment does not have, the image you publish may trigger customer disputes, returns, and platform penalties for misleading listings.

The practical rule: review each generated image before publishing. Put it side by side with a photo of the real garment. If you see material discrepancies, do not publish that image.

The EU AI Act and transparency for AI-generated content

The EU AI Act, which came into force in August 2024 with a phased implementation schedule, includes provisions on transparency for AI-generated content. At a high level, the rules that most directly affect e-commerce sellers are:

• AI-generated images used in commercial contexts should be identifiable as such when there is a risk the public might be misled about their nature.
• Deep fake images of real people are prohibited without explicit consent.

For fashion product photos using virtual models (not real people), the transparency obligation in practice means using a clear label like "AI-generated image" or "virtual model" when there is a realistic chance buyers might believe they are seeing a real-person photo shoot.

For businesses selling into the EU market, checking with a local legal advisor about your specific disclosure obligations is advisable, particularly if you are in a regulated product category.

FTC guidance on AI in advertising

The FTC has made clear, through enforcement actions and policy statements, that the use of AI in advertising does not change the fundamental rule: ads must be truthful and not misleading. The AI origin of a product image does not itself make an ad deceptive, but it does not provide a shield if the image misrepresents the product.

The FTC has also signaled attention to endorsements and testimonials generated by AI, but that is a separate issue from product photography.

For fashion e-commerce, the relevant compliance standard is the same one that applies to any product photo: the image must accurately represent what the buyer will receive.

Third-party trademarks and licensed prints

If the garment you sell carries a licensed print (sports team logos, character brands, music artist merch), the responsibility for the license is yours as the seller, not the AI tool's.

The AI will reproduce the print that appears in your input photo. If that print is protected by a third-party trademark or copyright and you do not hold the license to sell it, the AI-generated photo does not change that risk. The liability is in selling the product, not in the tool that photographed it.

Best practices for using AI images safely

• Review before publishing: Compare the generated image with the real garment. Color, print, and key details must match.
• Keep your original photos: Save the garment photo you used as input for each generated image. This documents your process if a buyer or platform disputes the representation.
• Read the platform's terms: Confirm your plan includes a commercial license and that the terms cover the channels where you publish.
• Use a transparency label when appropriate: On your own store, a discreet line like "Image created with virtual model" reduces buyer confusion.
• For specific situations, consult a lawyer: Export to regulated markets, large-scale campaigns, AI use in regulated product categories (health, alcohol, children's products), and other sensitive contexts merit specialist advice.

Comparison: real model vs virtual model on legal and compliance dimensions

FAQ

Can I use AI product photos for Meta Ads and Google Shopping?

Yes. Meta and Google do not prohibit AI-generated images under their current advertising policies (August 2026). Their requirement is that images must not be misleading about the advertised product. If the AI photo accurately represents the garment, it complies.

Do I need a license document from the AI tool?

The platform's Terms of Service serve as the license document. Save a copy or screenshot of the terms in effect when you publish. This is your evidence that you used the tool within its authorized conditions.

If my competitor uses a similar virtual model, can I claim infringement?

Virtual models are not exclusive to individual users, unless you purchased a specific exclusivity package. Multiple sellers can generate images using the same virtual model. Brand differentiation comes from product selection, composition, and presentation, not from exclusive model rights.

Will upcoming AI regulations change anything?

Likely, yes. Both US (federal and state-level) and EU AI regulations are evolving. Disclosure requirements for AI-generated commercial content are a recurring theme in proposed legislation. Monitor developments in the jurisdictions where you sell and adjust your practices as new rules come into effect.

Is using AI photos safer than using real model photos from a rights perspective?

In several respects, yes. You eliminate the risk of disputes with a model over usage scope, expired licenses, or channel restrictions. For small and mid-size stores without in-house legal resources, this removes a meaningful source of complexity.

VestiAI includes a commercial use license on all paid plans. Images can be published on your own store, marketplaces, and in paid ads. Try it with 5 free photos and no credit card required: create a free account.