A practical standard for AI room designs

Useful beats dramatic

We review representative outputs against the source photograph. Windows, doors, walls and viewpoint should remain recognizable.

Circulation before furniture

Door swings and continuous walking routes come before styling. Furniture should not block an entry, balcony door or path through the room.

Believable scale and function

We look for oversized furniture, impossible depth and unsafe crowding. Materials, light and furniture should support one coherent direction.

Honest limits

This visual review is not a measured survey, safety assessment or professional sign-off. Generated furniture may not exist, and every important dimension, retailer fact and technical decision must be verified.