In freight operations
Ungrounded extractors score well on naive metrics — fewer blanks — precisely because they invent. Grounded extractors gate uncertainty to a human instead.
4logist AI measures its document reader on grounding violations, not blank counts, and chose its model accordingly.
How it relates to 4logist AI
4logist AI is built for SMB freight forwarders who want AI drafts with human approval. Glossary terms below link to agents and connectors when they map directly to product surfaces.
Frequently asked questions
Why is a blank field better than a guessed one?
A blank gates the document for human review. A plausible guess passes review and gets filed — turning an extraction error into a legal-document error.