01Technical knowledge with version references
Retrieve answers from an approved document collection while preserving the manual, section and revision behind each response. Apply access rules before retrieval. Test questions that depend on an older product version, and make unsupported answers apparent to the person preparing a customer response.
02Supplier documents ready for review
Extract proposed order numbers, part references and delivery details from incoming attachments. Compare them with approved supplier and item records. Keep ambiguous part matches and conflicting dates in a review queue rather than allowing a plausible extraction to become an accepted purchasing instruction.
03Engineering request intake
Turn recurring internal requests into structured drafts with an owner, affected product and missing information. Distinguish an incident from a feature request or documentation change. Retain source messages so engineering can inspect what was actually reported before deciding priority and scope.
04Changes tested against real exceptions
Include obsolete documents, incomplete requests and repeated attachments in the evaluation set. Record configuration changes and the person approving them. Measure review effort as well as processing speed so a faster first draft does not conceal more work for technical reviewers.