It depends on the tool. General image models like Midjourney and Nano Banana treat your photo as inspiration and often redraw the walls, windows, and proportions, so the result looks like your room rather than being it. Purpose-built room tools edit your actual space to scale and keep the real layout, so the design is something you can actually build.
It depends on the tool. General image models like Midjourney and Nano Banana treat your photo as inspiration and often redraw the walls, windows, and proportions, so the result looks like your room rather than being it. Purpose-built room tools instead edit your actual space to scale and keep the real layout, so the design is something you can genuinely build and furnish, not just a pretty picture.
Because they paint a new image rather than editing yours. A general model is guided by your photo but generates fresh pixels to match the prompt, so walls shift, windows move, and proportions drift between attempts. Keeping a room geometrically consistent is a recognised open problem in the research: maintaining spatial consistency across views is “a significant challenge” that new methods are still being built to solve (SpatialGen, 2025). We show where this bites in practice in our honest guide to Nano Banana Pro.
Tools built specifically for room redesign, rather than general image generators. The difference is what they anchor to. A general model anchors to a prompt; a purpose-built tool anchors to your real photo or floor plan and edits within it, holding the walls, windows, and scale steady. That is the only way the redesign sits inside your actual room and connects to furniture you can really buy, which is the difference between designing and just dreaming.
Three things help most:
General AI image models often reinvent your room, because preserving exact geometry is still a hard research problem. Purpose-built room tools keep your real layout by editing your actual photo or floor plan to scale, which is what lets the design connect to furniture you can buy. If keeping your real room matters, choose a tool that anchors to your space, and start from a plan when accuracy counts.
See how it looks in your room
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