AI image generators have changed how fast marketing teams can move. A product lifestyle shot, a set of ad variations or a blog header that once needed a photographer, a stock subscription or a designer's afternoon can now be drafted in minutes.
Speed brings new questions. Who owns an AI-generated image? Do you have to label it? Will Google Merchant Center or Meta treat it differently? Can an AI image mislead customers about what they are buying? The rules are still developing, but several are already clear, and some take effect in 2026.
This guide covers where AI images work well in marketing, the copyright position in the US, labelling rules from Google, Meta and the EU AI Act, a safe step-by-step workflow and the mistakes to avoid.
Key Takeaways
- The US Copyright Office says AI outputs are protected only where a human has determined sufficient expressive elements; prompts alone are not enough.
- Google Merchant Center requires AI-generated product images to carry metadata identifying them as AI-generated, such as the IPTC DigitalSourceType value.
- Meta labels content it detects or that users disclose as AI-generated with an "AI info" label.
- The EU AI Act requires deployers of deepfakes to disclose them, with transparency obligations scheduled to apply from 2 August 2026.
- Never use AI images that misrepresent a product, invent customers or imitate real people without permission.
Where AI images work well in marketing
| Use | Good fit? | Notes |
|---|---|---|
| Concept art and mood boards | Excellent | Fast way to agree direction before a shoot |
| Blog and social illustrations | Good | Use for abstract ideas; avoid fake "photos" of real events |
| Ad creative variations | Good | Test backgrounds, settings and formats; keep the product accurate |
| Product background replacement | Good with care | The product itself must remain a true representation |
| Fully generated product photos | Risky | Can misrepresent size, colour or quality; platform rules apply |
| Testimonials, "customer" photos, staff photos | No | Inventing people implies endorsements that do not exist |
| Images resembling real people or brands | No | Rights of publicity, trademark and impersonation risks |
For broader guidance on choosing visuals, see visual content that helps, and for the bigger picture of AI across your marketing, read AI in marketing: practical uses.
Copyright: who owns an AI image?
In January 2025 the US Copyright Office published Part 2 of its report on copyright and artificial intelligence, focused on copyrightability. Its conclusions, as summarised in the Office's announcement:
- AI outputs can be protected "only where a human author has determined sufficient expressive elements".
- Protection can apply where a human-authored work is perceptible in the output, or where a person creatively arranges or modifies the output.
- Using AI as a tool, or including AI material in a larger human-made work, does not by itself prevent protection.
- The mere provision of prompts is not enough to make you the author.
Practical implications: a purely prompt-generated image may not be protectable, so a competitor could reuse it. Significant human editing, compositing with your own photography, or using AI only for parts of a design gives you a stronger position. Rules differ in other countries, and tool licences add their own terms, so read the terms of the generator you use and take legal advice for high-value brand assets.
Labelling and platform rules
Google Merchant Center and Shopping
“All images created using generative AI must contain meta data indicating that the image was AI-generated.”
— Google Merchant Center Help, AI-generated content
Google asks merchants not to remove embedded metadata such as the IPTC DigitalSourceType property, including values like trainedAlgorithmicMedia (created by a model trained on sampled content) and compositeSynthetic (a composite including synthetic elements). Google's Search guidance on generative AI says the same IPTC requirement applies to ecommerce images in Merchant Center. If you manage product feeds, review your image pipeline so compression tools do not strip this data; our Google Merchant Center guide covers feed basics.
Meta (Facebook and Instagram)
Meta labels images it detects as AI-generated through industry-standard signals, or that users disclose, with an "AI info" label (renamed from "Made with AI" in July 2024). Since September 2024, content only edited with AI tools shows the label in the post menu, while content detected as AI-generated shows it more visibly. Plan for this in Instagram marketing and Facebook ads.
The EU AI Act
Article 50 of the EU AI Act requires providers of generative AI systems to mark outputs in a machine-readable format, and requires deployers who create deepfakes (realistic images, audio or video that could falsely appear authentic) to disclose that the content is artificially generated or manipulated. For evidently artistic, satirical or fictional work, the duty is lighter. These transparency obligations are scheduled to apply from 2 August 2026.
Consumer protection
Advertising law applies to AI images exactly as it does to photos. The US FTC has warned businesses about using generative AI to deceive, noting in a 2023 post that "The burden shouldn't be on consumers, anyway, to figure out if a generative AI tool is being used to scam them." An AI image that makes a product look bigger, better or different from reality is a misleading ad.
Rules at a glance
| Rule or platform | What it requires | Who it affects |
|---|---|---|
| US Copyright Office (Part 2 report, January 2025) | Protection only where a human determined sufficient expressive elements; prompts alone are not enough | Anyone relying on owning AI-made brand assets in the US |
| Google Merchant Center | AI-generated product images must contain metadata identifying them as AI-generated | Retailers listing products on Google |
| Meta | "AI info" labels on content detected or disclosed as AI-generated | Brands posting or advertising on Facebook and Instagram |
| EU AI Act, Article 50 | Machine-readable marking by providers; disclosure of deepfakes by deployers | AI tool providers and businesses publishing realistic synthetic media in the EU |
| Consumer protection law (e.g. FTC in the US) | Ads must not mislead, whatever tool made the image | All advertisers |
A safe AI image workflow: step by step
- Set a policy. List allowed uses (concepts, illustrations, backgrounds), banned uses (fake people, real-person likenesses, misleading product shots) and approved tools.
- Check the tool's licence. Confirm commercial use is allowed and how the vendor handles your uploads and outputs.
- Start from real product photos. Use AI for settings and backgrounds while keeping the product itself accurate.
- Review for accuracy and bias. Check hands, text, logos, product details and how people are represented.
- Add meaningful human creative input. Edit, composite and art-direct, both for quality and for a stronger copyright position.
- Preserve or add AI metadata. Keep IPTC and provenance data where platforms require it.
- Label where required. Follow platform and legal disclosure rules for realistic synthetic content.
- Optimise for the web. Compress and convert images (see image compression and WebP and AVIF), checking that your tools do not strip required metadata.
- Write accurate alt text. Describe what the image shows; our alt text guide explains how.
- Keep records. Save prompts, source files, edits and approvals in case of disputes.
AI images and SEO
Search engines do not penalise images for being AI-generated, but the usual image SEO rules apply: descriptive filenames, alt text, fast loading and relevance to the page. Unique, helpful images tend to earn more engagement than generic ones, whether AI-made or not. For product pages, accurate images and correct product structured data matter more than visual flair.
Common mistakes
- Misrepresenting products. AI "enhancements" that change colour, size or features can breach advertising rules and drive returns.
- Inventing customers or endorsers. Synthetic faces in testimonials imply endorsements that never happened.
- Imitating real people or brands. Likeness and trademark claims are a real risk.
- Stripping metadata. Removing IPTC tags can breach Merchant Center rules.
- Assuming you own every output. Prompt-only images may not be protected by copyright.
- Skipping quality checks. Distorted hands, garbled text and odd logos undermine trust instantly.
Related Guides
- AI Chatbots for Business Websites
- Microsoft Copilot and Bing: SEO for AI Search
- AI Sentiment Analysis for Marketers
Frequently Asked Questions
Can I use AI-generated images in ads?
Generally yes, if the tool's licence allows commercial use, the images do not mislead customers or imitate real people, and you follow each platform's labelling and metadata rules.
Are AI-generated images copyrighted?
In the US, the Copyright Office says AI outputs are protected only where a human has determined sufficient expressive elements. Prompts alone are not enough. Other countries may differ.
Do I have to label AI images?
Sometimes. Google Merchant Center requires metadata on AI-generated product images, Meta applies "AI info" labels, and the EU AI Act requires disclosure of deepfakes. Check the rules for each platform and market.
Can I use AI images for product listings?
Yes in Google Merchant Center, provided the images include the required AI metadata and accurately represent the product. Using AI to change the product's appearance is risky and potentially misleading.
Do AI images hurt SEO?
No. Search engines assess images on relevance, quality and technical optimisation. Use descriptive alt text and filenames and compress files for speed.
Conclusion
AI image generation is a genuine productivity gain for marketers, but it does not change the basics: be truthful, respect other people's rights and follow the platforms' rules. Use AI for ideas, variations and backgrounds, keep real products accurate, and keep records of how each image was made.
Need help producing on-brand visuals and content that follow the rules? Our social media management and content teams can build an AI-assisted workflow with proper review. Get a quote.
References
- Copyright Office Releases Part 2 of Artificial Intelligence Report – US Copyright Office (January 2025)
- AI-generated content – Google Merchant Center Help
- Guidance on using generative AI content on your website – Google Search Central
- Our approach to labeling AI-generated content and manipulated media – Meta
- Article 50: Transparency obligations – EU Artificial Intelligence Act
- Chatbots, deepfakes, and voice clones: AI deception for sale – FTC Business Blog
