Do AI Fashion Tools Train on Your Photos? Ownership and Commercial Use Compared (2026)

Do AI Fashion Tools Train on Your Photos? Ownership and Commercial Use Compared (2026)

Disclosure: Can Bayrak is the founder of Kayrae. Every claim about another tool below comes from that vendor's own terms, privacy policy or help page, opened on 6 October 2026. This is a plain-English reading of those documents, not legal advice.

Which AI fashion tool doesn't train on my product photos? Kayrae and FASHN both say in their terms that they do not train on your content unless you opt in. Modelia's paid plans, Claid, and the APIs of Photoroom, Pixelcut and Kling also say they do not train on customer content. Photoroom's app, Higgsfield and Kling's consumer service do train on uploads by default, and Modelia's free plan does too.

Before you upload unreleased samples, check three things: will the tool learn from your photos, who owns the output, and can you use it on a product page. The answers often differ between a vendor's app and its API.

TL;DR

• No training unless you opt in: Kayrae and FASHN; also Modelia paid plans, Claid, and the Photoroom, Pixelcut and Kling APIs.
• Trains by default: Photoroom app, Higgsfield, Kling consumer and Modelia's free plan.
• Ownership: usually yours or unclaimed by the vendor. Botika keeps ownership and licenses the photos to you.
• Copyright: purely AI-generated material may not be protected in many jurisdictions (US Copyright Office).
• Commercial use: yes on paid plans; not on the free plans of Photoroom, Modelia or Kling.

Training, ownership and commercial use at a glance

All cells read from each vendor's own documents on 6 October 2026. "Not stated" means the documents we opened say nothing on the point.

Two patterns stand out. APIs often promise more on training than apps (Photoroom, Pixelcut, Kling). And "you own it" is not the same as "we claim no ownership": Kayrae, FASHN, Pixelcut's API and WearView grant you the output, while Higgsfield, Claid and Photoroom only say they do not claim it.

Question 1: will the tool train on my product photos?

The short answer: Kayrae and FASHN say no unless you opt in, and several others say no for paid or API customers.

Kayrae's terms: "We do not use your Content to train our models unless you expressly opt in" (8.2). FASHN's: it "will not use Customer Content to train, fine-tune, or otherwise improve FASHN or third-party AI models unless the Customer expressly opts in through a separately agreed service." Modelia splits by plan: free and Starter users grant a licence to "enhance and train" its models, while for paid plans Modelia "WILL NEVER USE CLIENT CONTENT OR GENERATED VISUALS FROM PAID USERS TO TRAIN ITS AI MODELS", API included.

Default-on tools: Photoroom's help centre says "By default, we use the images you upload to help improve Photoroom's services, including training the AI", with the opt-out set per user account. Higgsfield's terms say content "may be used by Company to train" its models unless you are on an Enterprise Agreement. Kling's consumer terms allow it to "create, test, improve, train" models on your content until you email to revoke.

Claid's business page says customer data is not "used for model training", but its 2023 terms still licence content "solely in de-identified form, to improve our products and services". Botika, Pebblely, WearView and the Pixelcut app say neither yes nor no in the documents we opened.

More detail: Photoroom, Kling, Higgsfield.

Question 2: who owns the images I make?

The short answer: under most of these terms the output is yours or the vendor claims no ownership, but copyright law may not protect purely AI-generated images at all.

Kayrae's terms say output from your input "belongs to you" and assign "whatever rights we may have in it" (8.3). FASHN, WearView, Pebblely and Pixelcut's API say much the same, and Modelia says downloaded images "belong to the user".

Botika is the exception. Its terms say "the photos generated by the Platform for Customer (the 'Licensed Photos')" belong to Botika, and you get a non-exclusive licence to display them "solely in connection with the Customer's own fashion business". That covers catalogue use, with no usage-rights fees per its FAQ, but you do not own the files.

The law is a separate question. Kayrae's terms say: "In many jurisdictions, purely AI-generated material may not qualify for copyright protection" (8.4). The US Copyright Office's Part 2 report (29 January 2025) found AI outputs are protected "only where a human author has determined sufficient expressive elements", and not by "the mere provision of prompts" (announcement).

Launching a collection you cannot afford to leak? Kayrae does not train on your content unless you opt in, and the output is yours to use commercially. Plans start at $19/mo. View pricing

Question 3: can I use AI fashion photos on my product pages?

The short answer: yes, on the paid plans of every major tool here, as long as you run five checks.

1. Your plan permits it. Photoroom free accounts are "personal, non commercial"; Modelia's watermarked free images carry no commercial rights; Kling Basic output "is not for commercial use". Kayrae allows commercial use on all plans, even after you cancel, if the fees for that period were paid (8.3).
2. You own the inputs. Every tool puts the rights in your uploads on you: your own photos, your own logos, releases for any real person (Kayrae terms 10.5).
3. The image shows the real product. Botika bars presenting its AI models as real models, and Kayrae's terms bar impersonating a real person or suggesting false endorsement (6).
4. You meet labelling duties. Article 50 of the EU AI Act applies from 2 August 2026 and requires deployers to disclose deepfakes (AI Act Explorer, third-party). Kayrae's terms make you "responsible for any disclosure or labelling obligations that apply to you as a deployer" (7.3).
5. A person reviews every image. Kayrae's terms require you to "review every Output before publishing it" (7.2). Its reviewer agent grades each frame for logo drift, seams and fabric fall and re-runs failures, but the final check is yours.

Kling needs a flag: its consumer terms say that without written permission you "may not use... the Output for any commercial purposes" (4.6), yet its plan list marks every paid plan "for commercial use", and its API terms say commercial use "is not restricted" (6.4). Confirm the position for your account before running Kling output in ads.

How Kayrae handles your content

Kayrae is an AI creative performance platform for fashion brands, not just an image generator. It learns your brand's visual identity and creative taste, generates content around it, tracks how that content performs, and uses those signals to make the next campaign smarter.

On rights, the terms are short: no training on your content unless you opt in (8.2), output from your input belongs to you and can be used commercially even after your subscription ends (8.3), and an honest note that AI output may not be copyrightable everywhere (8.4).

Generation models change every month. What compounds is your brand's taste and your own performance data, and that is what Kayrae is built on.

"The consistency across a hundred-SKU collection is what sold us. Not one reshoot." Marco Rinaldi, Creative lead

How to choose

If your collection is unreleased: pick a tool whose terms say no training unless you opt in (Kayrae, FASHN), or use a paid or API tier that says so (Modelia paid, Photoroom API, Pixelcut API, Kling API, Claid).

If you already use Photoroom: switch off "Improve model for everyone" on every user account.

If you need to own the files outright: avoid tools that only licence the output. Botika's terms keep ownership with Botika.

If you sell into the EU: decide how you will label AI images; the terms we read put that duty on you.

If price decides it: Kayrae is not the cheapest way to get a commercial licence. Compare current prices in our Pebblely pricing, Pixelcut pricing and Kayrae vs Modelia guides.

When another tool is the better choice

• FASHN matches Kayrae on training and ownership and is the stronger pick for developers who want a try-on API (Kayrae vs FASHN).
• Pixelcut's or Photoroom's API suits teams that want no storage and no training on a per-call basis.
• Modelia's paid plans give an exclusive, perpetual commercial licence and a firm no-training promise.
• WearView has a clear commercial-use clause that survives cancellation.
• Botika is fine for commercial catalogue use if a display licence, not ownership, is enough for you (Kayrae vs Botika).

Sources and methodology

Every vendor document below was opened on 6 October 2026, and cells in the table quote or paraphrase those documents only. Where a document is silent we wrote "Not stated". Terms change, so check the live version before you rely on it, and take legal advice for your own situation. This article is not legal advice.

Official vendor sources (dates are each document's own "updated" or "effective" date)

• Kayrae: Terms (24 August 2026)
• FASHN: Terms, Privacy Policy (7 August 2026)
• Photoroom: Terms (29 July 2026), help: AI learning, data permission (20 October 2025)
• Botika: Terms (1 June 2026), Privacy Policy, FAQs
• Modelia: Terms (29 September 2026)
• Pixelcut: Terms (18 May 2026), API Terms (11 February 2026), commercial use help
• Pebblely: Terms (14 February 2024), Privacy
• Higgsfield: Terms of Use (26 July 2026)
• Kling: Terms, API Paid Service Terms (both 21 April 2026), credit cost guide
• Claid: Terms (10 August 2023), Business, API pricing, FAQ
• WearView: Terms of Use (June 2026)

Law and regulation

• US Copyright Office, Copyright and Artificial Intelligence (Part 2, 29 January 2025) and announcement
• EU AI Act, Article 50 (AI Act Explorer, third-party)

Competitor-authored (not neutral)

• None. We did not rely on comparison pages published by rival tools for any claim in this article.

About Kayrae

Kayrae is an AI creative performance platform for fashion brands. It learns each brand's visual identity and creative taste, generates on-model imagery and video around it with no prompting, keeps logos and garment details true to the product, tracks how content performs, and uses those signals to make the next campaign smarter.

• Platform: kayrae.ai
• Product: kayrae.ai/products
• Pricing: kayrae.ai/pricing (Starter $19/mo, Pro from $43/mo, Studio from $80/mo, Enterprise custom)
• Founder: Can Bayrak

FAQ

Which AI fashion tool doesn't train on my product photos? Kayrae and FASHN both say in their terms that they do not train on your content unless you opt in. Modelia's paid plans, Claid, and the APIs of Photoroom, Pixelcut and Kling also say they do not train on customer content. Photoroom's app, Higgsfield and Kling's consumer service train on uploads by default, and so does Modelia's free plan.

Who owns the images I make with AI fashion tools? Under most terms you own the output or the vendor claims no ownership of it: Kayrae, FASHN, WearView, Pebblely and Modelia say it is yours. Botika is the exception, keeping ownership of generated photos and licensing them to you for display. Separately, in many jurisdictions purely AI-generated material may not be protected by copyright at all, as the US Copyright Office concluded in January 2025.

Can AI fashion photos be used commercially on my product pages? Yes, on the paid plans of every major AI fashion tool, provided you check five things: your plan permits commercial use, you own the input photos and logos, the image does not misrepresent the product, you meet any AI labelling duties such as those under the EU AI Act, and a person reviews every image. Free plans at Photoroom, Modelia and Kling are not for commercial use. This is not legal advice.

Does Photoroom train on my images? Yes, by default in the app, with an opt-out set on each user account. Photoroom says API images are not stored or used for training unless explicitly requested.

Can I use Kling AI videos commercially? Through the API, yes: Kling's API terms say commercial use is not restricted. Its consumer terms bar commercial use without written permission, while its plan list marks paid plans for commercial use, so confirm the position for your account.

Do I need to label AI-generated product photos? It depends on where you sell and what the image shows. Article 50 of the EU AI Act, applying from 2 August 2026, requires deployers to disclose deepfakes, and Kayrae, Modelia and Higgsfield put any labelling duty on you as the publisher.

Keep your unreleased collection yours.Book a demo or view pricing.