Semgrep Code vs Aikido Static Application Security Testing (SAST): 2026 Comparison

Semgrep Code

Development teams shipping code across 30+ languages need Semgrep Code because it catches vulnerabilities in pull requests before merge, not in staging; the AI-powered triage cuts false positives by filtering GPT-4 findings through 900+ high-confidence rules, so developers actually fix real issues instead of ignoring alerts. Scans complete in under five minutes with native GitHub and GitLab integration, meaning security checks won't become a bottleneck in your CI/CD. Skip this if your primary concern is runtime or infrastructure risk; Semgrep Code prioritizes the ID.RA and PR.PS phases where developers can still act, not post-deployment detection.

Aikido Static Application Security Testing (SAST)

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.