A capability knowledge base and RFQ parser let an Agent classify each requirement as compliant, non-compliant, or uncertain, cite evidence, and fill the original Excel template.
Teams compared multi-sheet RFQs against product manuals, whitepapers, certificates, and historical materials, with inconsistent workbook structures increasing manual effort.
The Agent evaluates requirements against the knowledge base, asks users when evidence is insufficient, updates progress in real time, and reveals source passages for every conclusion.
Response and Observation fields are written back into the original workbook while preserving sheets and styling; an optional evaluation panel compares results with ground truth.