Aikido Static Application Security Testing (SAST) vs Semgrep Assistant: Side-by-Side Comparison (2026)

Short answer

Development teams at startups and SMBs who need SAST without the operational overhead will see immediate ROI from Aikido Static Application Security Testing; the AI-powered false positive filtering cuts the triage noise that kills adoption in resource-constrained shops, and pull request integration means developers catch issues in their workflow instead of in a separate tool. The 16-language coverage handles most polyglot codebases, and automated fix generation reduces the friction of pushing remediation back to engineers. Skip this if you're an enterprise with mature AppSec practices and heavy custom rule requirements; you'll want deeper customization and larger vendor support teams than Aikido's 187-person operation can sustain at scale. Development teams drowning in SAST noise will cut false positives by 40-60% with Semgrep Assistant's AI triage; the tool learns from your org's actual risk decisions instead of forcing generic rules. It integrates directly into pull requests with step-by-step remediation guidance, meaning developers fix issues before code review rather than after. Skip this if you need SAST from scratch,Semgrep Assistant sits on top of the Semgrep SAST engine and won't work as a standalone scanner.