Labeling a product "AI-designed" cut purchase intent by 29%
Labeling a product "AI-designed" lowered purchase intent by up to 29% versus human-designed, because shoppers cannot identify with an AI designer. Framing it as a human using AI beat both. If you use AI in design, credit the human.
Quick Summary
Across 9 experiments on physical products, labeling something "AI-designed" lowered purchase intent by up to 28.8% versus a human-designed version, and made shoppers perceive 75.1% less human involvement. But framing the product as a human using AI (a designer who used AI to develop a feature) beat both, coming in 3.5% above human-only and 12.8% above AI-only.
The lesson is not to hide your use of AI, it is to frame it around the human. Keep a person in the story. Credit the designer and cast AI as their tool, not the author. Bare "AI-designed" badges cost you sales, especially for products people tie to their identity.
Key Finding
-29%
The drop in purchase intent when a product was labeled AI-designed rather than human-designed.
Yang & Tian, 2025
As more brands use AI in product design, the instinct is to shout about it. The research says be careful: a bare "AI-designed" label reliably suppresses purchase intent, because of who shoppers think made the product.
Labeling products "AI-designed" cut purchase intent by up to 28.8% and made people perceive 75.1% less human involvement. But the collaboration framing, a human designer using AI, was the winner: +3.5% over human-only and +12.8% over AI-only. The effect was stronger for products people tie to their identity, and it reversed for rentals, where shoppers cared about utility over the designer and were 14% more willing to take an AI-designed item.
Why it works
We buy from people we feel aligned with. Product design carries a sense of the designer, and we are drawn to designers who feel like us. A fully AI-designed product gives us nobody to identify with, so appeal drops. Keep a human in the frame and that identification survives, so the AI becomes a credit rather than a deterrent. When we are only renting, identity matters less than function, which is why the effect flips.
What to do on your Shopify store
- Credit the human, cast AI as the tool. "Our designer used AI to refine the fit" beats "AI-designed." Keep a named person in the story.
- Do not badge products "AI-designed" on identity-driven categories (anything expressive: apparel, home, lifestyle).
- Reframe AI as technical assistance, not creative authorship: "the vision is the designer's; AI helped perfect the technical detail."
- Rentals and pure-utility items are the exception, where AI design can even be a selling point.
A caveat
Shoppers here were told a product was AI-designed. It is unclear how the effect behaves when people merely suspect AI, and only physical products were tested, so B2B tools or categories where AI expertise is expected may differ. Test your framing rather than assuming.
This sits alongside broader AI positioning, see what biases AI agents toward your products, and the wider principle that a product's story shapes its appeal, as with products made by mistake.
Research: Yang, Z. & Tian, A.D. (2025). Journal of Retailing and Consumer Services. Shanghai University of Finance and Economics and Shantou University. https://doi.org/10.1016/j.jretconser.2025.104680
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