Artificial intelligence spatial reasoning supports tasks such as reconstructing a room, interpreting a diagram or placing interface elements consistently. The model must represent not just object identity but relative location, distance, containment and orientation.
A multimodal model can recognize the individual contents of a scene while arranging them incorrectly. Evaluation therefore needs structural checks that distinguish visual detail recognition from accurate spatial organization.