Gecko Security's Bug Bounty Management Platform is an AI-powered offensive security solution designed to identify complex vulnerabilities in codebases that traditional static application security testing (SAST) tools often miss. It focuses on detecting business logic flaws like broken authentication mechanisms, insecure direct object references (IDORs), server-side request forgery (SSRF), and multi-step attack vectors by analyzing call stacks across repositories. The system uses AI to verify findings through proof-of-concept exploit generation while minimizing false positives. Key technical features include automated threat modeling tailored to application-specific attack scenarios, prioritized vulnerability management based on exploit potential, GitHub bot integration for continuous scanning during pull requests, and support for cross-repository analysis in complex environments.