Aikido AI Code Review vs Checkmarx Secrets Detection: Side-by-Side Comparison (2026)

Aikido AI Code Review

Development teams shipping code at startup and SMB velocity will get immediate value from Aikido AI Code Review because its AI-generated PR comments catch logic bugs and performance issues before merge, compressing what would take a human reviewer 15 minutes into seconds. The tool covers NIST ID.IM (improvement processes) by making code quality feedback systematic and repeatable across your codebase, which matters more than detection scores when you're resource-constrained. Skip this if you need deep security-specific vulnerability scanning; Aikido is a code quality accelerant, not a replacement for SAST tools that hunt injection flaws and cryptographic weaknesses.

Checkmarx Secrets Detection

Development teams moving secrets scanning left into pre-commit and CI/CD pipelines will get the most from Checkmarx Secrets Detection because it validates whether discovered secrets are actually active, not just flagged as potential leaks. The tool detects 170+ secret types across repositories, containers, and pipelines while blocking commits before they land, which directly addresses the PR.DS (Data Security) control that most organizations struggle to operationalize at scale. Teams expecting secrets detection to solve broader secrets management, rotation, or vault integration will be disappointed; this is detection and remediation guidance only, not secret lifecycle orchestration.