Depthfirst

Depthfirst is an AI-native security platform designed to protect production systems by understanding code, business logic, and infrastructure holistically. The platform uses General Security Intelligence to analyze repositories and build a unified view of systems, identifying real vulnerabilities while dramatically reducing false positives. Built by a team from DeepMind, Google, Databricks, and Faire, Depthfirst achieved a ~90% improvement on the CyberGym vulnerability-exploitation benchmark.

• General Security Intelligence analyzes repositories to understand how systems work, building a unified view of code, infrastructure, business logic, and their relationships to find complex vulnerabilities traditional scanners miss.

• Complex Vulnerability Detection traces full attack paths to assess impact and risk severity, identifies real-world logic flaws in application flows, and detects cross-service auth bugs and hidden data exposure.

• False Positive Reduction filters out non-issues by validating exploitability across attack paths, analyzing permissions, components, and data flows to separate real vulnerabilities from noise.

• Automated Remediation creates ready-to-merge fixes aligned with your frameworks and conventions, converts findings into concrete pull requests, and enables fast review by developers.

• Full-Stack Security Coverage secures code in repos and PRs, finds reachable supply chain vulnerabilities, stops secret leaks, identifies container vulnerabilities, and performs dynamic testing on running applications.

• Fast Setup and Integration offers modular security intelligence that integrates via API, learns from feedback through continuous learning, and deploys quickly with three-click GitHub repo linking.

• Continuous Learning trains the General Security Intelligence to improve performance by providing feedback, getting smarter over time by tracking context across scans.

To get started, link your GitHub repository with three clicks and schedule a demo to see how Depthfirst can reduce your security engineering load while finding critical vulnerabilities that other tools miss.