Aikido AI Code Review vs Secrets Scanner: 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.

Secrets Scanner

SMB and mid-market development teams with CI/CD pipelines across multiple cloud providers will see immediate payoff from Secrets Scanner because its 700+ detectors actually catch the credential types you use, not generic patterns. The AI-based false positive filtering matters here; most teams disable secret scanning after weeks of noise, but ZeroPath's ML reduces alert fatigue enough that your engineers will actually remediate findings. Skip this if you need secrets management and rotation handled within the same platform; Secrets Scanner detects and guides remediation, but doesn't become your credential vault.