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

1

Find

Import from any SAST scanner or AI model

2

Triage

AI separates real vulns from false positives

3

Generate

Production-ready code fixes, your standards

4

Validate

Automated testing before delivery

242 days
Average time to remediate a vulnerability
$5,000–$25,000
Cost per manual fix including developer time
8.2 minutes
Average EFA fix time with 93% accuracy

How Expert Fix Automation works

Four steps from scanner finding to merged, validated fix.

1 Find Your Vulnerabilities

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.

Fortify Checkmarx Snyk SonarQube Semgrep Veracode Black Duck + more
2 Intelligent Triage

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
3 Generate Code Fixes

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
4 Validate & Deploy

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

Before and after EFA fix — pickle.loads to _loads_class

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.

SAST Scanners
Fortify Checkmarx Snyk SonarQube Semgrep Black Duck Veracode
AI Code Tools
Claude Code OpenAI Codex Google Gemini
Development Platforms
GitHub GitLab Jira

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 →