Question: Do you know of a solution that uses machine learning to assist with interior design and renovation projects, and also provides shopping recommendations?

If you're looking for a tool that uses machine learning to help with interior design and renovation projects and that offers shopping suggestions, Genera is the most mature platform. You can upload a room photo, select a style, and then use AI to generate a new look. Genera's Curated Shopping feature offers a list of home decor products that fit the newly generated space, and you can buy them directly through the tool. The platform offers more than 30 styles, and Arch-E for generating building imagery from text prompts and Interior AI Designer for re-creating rooms based on preferences.

Another strong contender is Interior AI, which offers AI-powered interior design and virtual staging. You can upload a photo and select from more than 50 design styles to get photorealistic renderings in a few seconds. The tool also offers Virtual Staging AI, 3D Flythroughs and Sketch Conversion. Interior AI offers a 2-month free trial for annual subscribers and plans to release an iOS app in the future, which should expand its utility.

Coohom is a powerful tool for generating 3D visualizations and renders, with support for a range of formats including 360° panoramic scenes up to 16K resolution. The e-commerce integration lets you buy furniture and decor directly, so it's good for pros and enthusiasts. With features like AI templates, photo-realistic rendering and a library of more than 750,000 3D models, Coohom makes it easy to get a design done and present it to clients.

Last, Room AI is another powerful tool that lets you generate professional designs without installation. It supports more than 40 design styles, and you can use Restyle to re-create a room you upload a photo of and Generate to create a new room from scratch with photorealistic renderings. Room AI is good for everyone from homeowners to interior designers, and you can try it with a free trial.