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Prototyping AI applications is notoriously difficult. While large languagemodel (LLM) prompting has dramatically lowered the barriers to AI prototyping,designers are still prototyping AI functionality and UI separately. Weinvestigate how coupling prompt and UI design affects designers' workflows.Grounding this research, we developed PromptInfuser, a Figma plugin thatenables users to create semi-functional mockups, by connecting UI elements tothe inputs and outputs of prompts. In a study with 14 designers, we comparePromptInfuser to designers' current AI-prototyping workflow. PromptInfuser wasperceived to be significantly more useful for communicating product ideas, morecapable of producing prototypes that realistically represent the envisionedartifact, more efficient for prototyping, and more helpful for anticipating UIissues and technical constraints. PromptInfuser encouraged iteration overprompt and UI together, which helped designers identify UI and promptincompatibilities and reflect upon their total solution. Together, thesefindings inform future systems for prototyping AI applications.

PromptInfuser: How Tightly Coupling AI and UI Design Impacts Designers' Workflows