Liquid AI demos d1-ultra model for checking product images against listings

Liquid AI demonstrates d1-ultra comparing product images with listing details, flagging mismatches, and routing uncertain claims for human review, according to a demo post on X. The company says the same checks can be adapted to a customer's own catalog, product categories and review workflow through its API.

A separate Liquid AI post says d1-ultra is built for messy inputs that other models fail on, such as checking defects against a spec or damage claims against customer photos. The demonstration video shows the model sorting through a pile of disorganized inputs. Neither post reports accuracy figures or customer results.