commercial environments (including HoReCa), and furniture/decor visualization. The product uses a chat-first interface where users describe a goal (e.g., restyle a living room, redesign a façade, stage a rental listing, refresh a café interior, or visualize outdoor seating) and generate visual variants that can be iterated through natural language instructions. Users can start with a photo of an existing space, or generate concepts without a photo when exploring directions, layouts, or style options.

The platform is used by B2B teams that need interactive visualization inside digital customer journeys—such as furniture retailers, marketplaces, home improvement brands, real estate platforms, and design services—as well as by professionals who produce designs for clients (interior designers, architects, decorators, landscapers, and real estate agents). Typical business use cases include enabling “visualize in my space” experiences for products and finishes, producing virtual staging for listings, supporting remote sales and consultation, and helping buyers compare options before purchase or implementation. Professional use cases include rapid concept exploration, presenting multiple directions, collecting feedback, and organizing iterations into a client-ready set of options.