ResearchInternational Journal of Design Creativity and Innovation
AI-generated inspiration for the design process: effects across the vividness of visual imagery spectrum
Lebron Flores and MoacdiehFebruary 2026
Abstract
Generative artificial intelligence (AI) has been touted as a means of providing inspiration in the early phases of the design process. However, it is not known whether this would help or hurt the finished design and the user experience. It could be that looking at AI-generated designs for inspiration could be beneficial for people who struggle to create visual imagery, as evidenced using the Vividness of Visual Imagery Questionnaire (VVIQ2). The aim of this study was to compare the quality, accuracy, task time, and user experience of nonprofessionals when asked to create wireframe prototypes with or without access to AI-generated samples. Results showed that AI samples provided some inspiration, but people who were shown sample AI designs reported lower user experience scores for the wireframing design process. The presence of AI-generated inspiration attenuated the association between people’s VVIQ2 scores and user experience. The AI-generated inspiration did not affect the design time or accuracy (meeting specifications) for the prototypes, but there were contrasting findings with regards to quality. The results suggest that AI-generated inspiration must be used with caution and further research is needed to establish when and for whom it may provide benefits.
Our summary in plain words
What This Study Is About
How They Studied It
- 40 students at Carleton University, none of them professional designers.
- Each rated their imagery on the VVIQ2, a 32-item vividness questionnaire. Two scored in the range the authors label aphantasia, 3 low, 20 moderate and 15 very vivid.
- Over Zoom, each designed a wireframe (a simple layout sketch) for a shoe website's landing page, with required parts and up to an hour.
- Half, chosen at random, first saw one AI-generated image of a shoe website; the rest saw only the instructions.
- The researchers compared quality (rated by other participants and two outside raters), accuracy, time taken, and a nine-question rating of the design experience.
What They Found
What This Might Mean
One Interesting Detail
This summary was written with AI and may contain errors. Check the original paper.
Authors
Manuel Osvaldo Lebron Flores
Carleton University, Ottawa
1 paper in the libraryNadine Marie Moacdieh
Carleton University, Ottawa
1 paper in the library
Cite this paper
Lebron Flores, M. O., & Moacdieh, N. M. (2026). Ai-generated inspiration for the design process: effects across the vividness of visual imagery spectrum. International Journal of Design Creativity and Innovation, 1–19. doi:10.1080/21650349.2026.2629810
Topics
Most-cited researchers
Recruit participants for your study
We can help you reach people across the imagery spectrum, from aphantasia to hyperphantasia.
Partner with usImage-Free Insights
A short note from our founder, Tom Ebeyer, every other week, plus occasional news and invitations to take part in studies. Change what you get from any email.