AUTOMATA Turns Assessment Data Into Traceable Reports

Field notes

The workflow begins with publisher score reports, rating scales, prior evaluations, and student records rather than manually retyped scores. The page says the system extracts values into a linked data sheet, then composes tables, graphs, narrative, and recommendations in the user’s format. Its verification layer is unusually explicit: the example claims all five scores are traced to source cells, descriptors match publisher bands, and mismatches are flagged instead of silently corrected.