Secure Code Review: How It Differs From Everyday Code Review, With a 2026 Checklist

Qodo integrates company knowledge and coding standards into Codex to help developers identify P0 issues across repositories before pull requests. Simultaneously, Veracode's 2026 GenAI Code Security Report reveals that AI-generated code passed security checks on only 56% of benchmark tasks, with 44% introducing known vulnerabilities. Consequently, a Black Duck survey indicates 56% of large organizations prefer a dedicated AI security agent separate from the code-generation tool to ensure safer and more secure source code reviews.