HRIS Dataset Mapper

Your messy job data → a governed canonical architecture. Upload an HRIS export, confirm how its columns map, and the mapper normalizes + clusters the rows and predicts each cluster to a canonical Family × Focus × Universal-Level — with confidence and evidence on every mapping, abstaining rather than guessing. Correct in bulk at cluster grain, then export.