Automated generation of quality documents from production and laboratory data -- batch records, certificates of analysis (COA), inspection reports, deviations, and non-conformance records (NCRs) -- populated directly from your MES, LIMS (Laboratory Information Management System), and QMS without manual data transcription. Batch record automation: when a production batch is released in the ERP or MES, the bot assembles the batch record by pulling production parameters (time, temperature, equipment ID, operator ID, quantities), in-process test results from the LIMS, and raw material lot numbers from the goods receipt -- and populates the batch record template (PDF via WeasyPrint, Word via python-docx) in under 5 minutes. COA generation triggered by batch release in the QMS (ETQ Reliance, MasterControl, Qualio, or custom): the COA template populated with test results, specification limits, batch number, and product details, then emailed directly to the customer's specified contact with the batch number as reference. Non-conformance record creation: when a batch fails a specification or an inspector logs a defect in the QMS, an NCR is automatically created with the relevant lot, product, and test data pre-populated, routed to the quality manager for investigation assignment. Compliance standards addressed: ISO 9001, IATF 16949 (automotive), GMP and 21 CFR Part 11 (pharmaceutical and food) including electronic signature controls and audit trail requirements for regulated document management systems.