Automated code reviews are most effective when integrated throughout the development lifecycle. Continuous reviews allow early detection and remediation of vulnerabilities, preventing security issues from propagating into later stages such as testing or production. Performing code reviews only at the end or once in production is less effective as vulnerabilities may already be embedded. The proactive approach in development reduces risk significantly