AI Security Engineer for Vulnerability Detection and Patching

Gecko Security develops an AI-driven application security platform focused on uncovering business logic flaws, multi-step vulnerabilities, and complex exploitation chains that traditional static analysis tools routinely miss. Its system analyzes entire codebases holistically, incorporating developer intent, IaC configurations, and natural language rule sets to identify weaknesses tied to real-world attack scenarios rather than hypothetical patterns.

The platform prioritizes actionable findings by reducing alert fatigue, surfacing only vulnerabilities with demonstrated exploitability, supported by proof-of-concept

implementations and tailored remediation guidance. Gecko’s capabilities include detecting authentication failures, authorization bypasses, insecure deserialization sequences, and other high-impact risks unique to modern application architectures. An automated threat modeling engine maps exploit paths to organizational assets and policies, enabling proactive defense strategies aligned with business priorities.

Gecko supports enterprise requirements through private AI models and self-hosted deployments, providing strong assurances around data sovereignty and regulatory compliance. The company’s research also highlights emerging attack vectors, including remote code execution in ML pipelines, path traversal in containerized workloads, and cross-site scripting routes in conversational AI interfaces.