From vulnerability to validated fix — in minutes, not months.
Expert Fix Automation (EFA) automatically generates production-ready code fixes that follow your coding standards. Every fix is tested, validated, and delivered as a pull request.
93% fix accuracy · Open sourced · Always testing the latest AI and deterministic techniques to give you the best results
Find
Import from any SAST scanner or AI model
Triage
AI separates real vulns from false positives
Generate
Production-ready code fixes, your standards
Validate
Automated testing before delivery
How Expert Fix Automation works
Four steps from scanner finding to merged, validated fix.
Connect your scanners and AI models
Import findings from any SAST scanner or AI code review tool. New scanners and AI models emerge almost every day — EFA supports multiple scanners simultaneously to give you the best results. Don't get locked in to a single tool.
Separate real threats from noise
AI-powered triage separates real vulnerabilities from false positives with 97% accuracy on the OWASP Benchmark. Prioritizes by exploitability and business impact.
- 97% accuracy on OWASP Benchmark (open sourced)
- Prioritizes by exploitability and business impact
- Eliminates false positive triage burden
Fixes that follow YOUR coding standards
New deterministic and AI-powered fix techniques emerge almost every day. We continuously test them and use the ones that are most effective — so your fixes are always state-of-the-art.
- 93% fix accuracy (open sourced)
- Context-aware: understands your codebase
- Follows your team's coding standards
- Continuously evaluates latest fix techniques
- Full rationale explaining each fix
Production-ready pull requests
Every fix is automatically tested and validated before delivery. Delivered as pull requests your team reviews and merges. Full audit trail for compliance.
- Automated testing ensures fixes don't break anything
- Delivered as pull requests — review and merge
- Full audit trail for compliance
Watch a real pull request
Auto-generated by EFA: full explanation, code fix, and validation.
See a real EFA fix
CWE-502: Deserialization of Untrusted Data in SQLAlchemy — actual GitHub diff
Manual fixes vs. EFA — side by side
Every metric that matters to your AppSec team.
| Metric | Manual Fix | EFA |
|---|---|---|
| Time to fix | Days to weeks | Minutes |
| Fix accuracy | Variable | 93% (open sourced) |
| Coding standard compliance | Depends on developer | Automatic |
| Test coverage | Manual testing | Automated validation |
| Audit trail | Manual documentation | Automatic |
| Scales with volume | Linear labor cost | Process any volume |
Sources: Veracode 2026 State of Software Security · zerodayclock.com
Works with your tools
Connect EFA to your existing security and development toolchain.
See EFA work with your actual findings.
Upload your scanner results and get validated fixes. Initial results in 30 minutes. No commitment required.
Schedule a Demo →