The Rules
Live Products
Recommendations start from live shopping results, then get filtered by budget, category fit, and room constraints.
OOTROOM is a product grounded room styling engine focused on turning a room photo, budget, and live shopping products into a visual plan you can actually buy.
The main idea was not to decorate a room.
It was to make every recommendation accountable: the product exists, the price is fresh, the placement is reasoned, and the render still respects the original room.
Budget Boundaries
A room plan should feel designed, but every item still needs to fit the user's actual price range.
Render Grounding
Product-grounded renders make swaps visible before the user commits to buying anything.
The workflow is deliberately narrow: analyze the room, assemble a product plan, render the fit, then let the user fix, swap, rerender, and save.
room photo / live catalog / visual plan / saved URLs
Knowing why a product belongs in a room and making the user feel why it had to be placed there is the key to grounded styling.OOTROOM treats every suggestion as a decision with evidence: budget, source freshness, category fit, and visual fit.
The goal is not to make a beautiful fantasy room. It is to make a product plan feel inevitable enough that the user can buy it.Good constraints do not limit the room. They make the final image sharper, calmer, and easier to trust.
A room plan becomes useful when the render, the products, and the budget all explain each other.