Many businesses rush into AI pilots before checking whether their data can support them. Models trained on incomplete records, conflicting labels, or poorly documented sources…

Most architectural renders fail for the same reason: they get the geometry right and everything else wrong. Materials look flat under generic HDRI lighting. Scale…