Collection backlogs are rarely a lack of information. It is usually there, in a photograph, on a handwritten card from 1962, in an accession register, in a curator’s file. It has simply never been turned into a structured, searchable record. That transcription and description work is exactly where models help.
The system reads each source and proposes fields mapped to your collection management system: object name and type, materials and techniques, a physical description, inscriptions, dimensions read from cards, and terms from the Getty Art and Architecture Thesaurus or your own authority lists. Handwritten cards and ledgers are transcribed with the original image beside the text.
Everything lands in a review state in TMS, Axiell Collections, CollectiveAccess or whichever system you run, marked as machine-generated. Attribution, dating and significance are left for the curator, because those are scholarly judgements a model should not make.