Aikido AI Code Review vs Detectors: 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.

Detectors

Teams shipping code to multiple cloud platforms need Detectors to catch credential leaks before they reach production, and it does this across 100+ services where most scanners cover maybe a dozen. The tool detects both short-lived and long-lived tokens including AWS session credentials and GitHub PATs, which means it catches the mistakes developers make most often. Skip this if your code stays in one cloud or if you need runtime detection of active credential abuse; Detectors is specifically a pre-deployment scanner that owns the credential detection job and doesn't pretend to do everything else.