Automated interior planning tools and their practical utility
Who has actually used neural networks for real apartment renovations. Most of these tools look like toys for visual content. Is there any practical benefit for technical planning or is it still just for creating pretty pictures without real measurements.
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I looked into several algorithms for spatial planning because manual sketching takes too much time. Most systems just hallucinate textures without considering ergonomics. However some cloud solutions offer a more structured approach for basic visualization. For example the free ai kitchen design generator https://paintit.ai/design-ai/ai-kitchen-design/ provides a quick way to see color schemes or cabinet layouts. This is not a professional architectural project but it helps to narrow down options before buying materials. The tech is still limited in terms of precise engineering. It works fine for general ideas but requires manual double checking of every single dimension.