Use DocETL when an agent needs to convert a pile of semi-structured documents into rows that downstream systems can trust. The agent can define extraction steps, normalize fields, track failures, and iterate on a repeatable document-to-structured-data pipeline instead of doing one-off parsing. The boundary is tightly around document extraction and auditability, not a generic document platform or LLM framework listing.