Ultorg creator here. Ultorg is a GUI for relational databases that knows how to deal with joins and one-to-many relationships. In this demo, I use the new "Fill with AI" feature to generate appraisals for artwork objects in the National Gallery of Art.
The interesting part is in the handling of joins. We can show a list of artworks, and for each artwork, a list of provenance timeline entries, and related data from other tables, and then use all of this data as context for the appraisal task. The UI for this is intentionally minimal; the user enters only a few words for a prompt (Appraisal column: "an appraisal of the artwork, in US dollars, for insurance purposes". Rationale column: "rationale for the appraisal").
Appraising Artworks with Joins and LLMs (Ultorg Database UI) · HackerTrans
The interesting part is in the handling of joins. We can show a list of artworks, and for each artwork, a list of provenance timeline entries, and related data from other tables, and then use all of this data as context for the appraisal task. The UI for this is intentionally minimal; the user enters only a few words for a prompt (Appraisal column: "an appraisal of the artwork, in US dollars, for insurance purposes". Rationale column: "rationale for the appraisal").