Shape: manual burden → AI-assisted workflow → human controls → productivity result
Retrieval-grounded answers, classification and summarisation applied to a high-volume document process, with explicit human review steps, defined data boundaries, an audit trail of what the model produced, and a fallback path when confidence is low.