Expert Fix Automation (EFA) is a product by AppSecAI that automates the generation and implementation of security fixes for application code. It is designed to reduce the time required to remediate code vulnerabilities from months or years down to minutes, while aligning fixes to an organization's existing coding standards. Key capabilities include: **Automated Fix Generation** Generates security fixes that conform to a team's defined coding standards and requirements, reducing manual effort for developers and application security teams. **Fix Validation** Performs automated testing and validation of generated security fixes prior to deployment, helping ensure fixes do not introduce regressions or additional issues. **Developer Integration** Integrates validated fixes into existing development workflows via automated pull requests (PRs), enabling adoption without significant changes to established processes. **Proven Fix Library** Draws on an open-source library of security fixes validated across thousands of real-world scenarios, providing a foundation of tested remediation patterns. EFA is intended to free application security teams from routine remediation tasks so they can focus on higher-level security concerns, while also helping organizations bring secure applications to market more quickly.