Many deviation and CAPA systems lack traceability, which impedes audits and regulatory reporting. They offer inconsistent root cause analysis, which can lead to the recurrence of issues and slow lot disposition, increasing regulatory risk. Numerous tools, including knowledge graphs and technical summarization, can better identify systemic issues and improve auditing.