Vision models are confidently wrong
Trading card games have thousands of near-identical cards, reprints across sets, and alternate versions that share artwork. The image model could identify a card with confidence and still pick the wrong printing.
I changed the flow so the model's answer could be checked before it became part of the collection. That made correction part of the workflow.