
An AI-native security platform that understands your code, business logic, and infrastructure to find real vulnerabilities, slash false positives, and give developers actionable fixes in their workflow.
Securing systems at:
depthFirst Platform
General Security Intelligence
Analyzes your repos to understand how your systems really work, building a unified view of your code, infrastructure, business logic, and the relationships between them.
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Our Research
We’re the leader in AI security performance
Depthfirst achieved a ~90% improvement on the CyberGym vulnerability-exploitation benchmark.
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Market Leader
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Claude Sonnet 4.5
Capabilities
Platform Capabilities
General Security Intelligence finds real risks,cut noise, and delivers fixes your team can ship immediately.
Find Complex Vulnerabilities
Uncover real-world security issues that traditional scanners miss by analyzing your system as a whole.
Trace full attack paths to assess impact and risk severity
Identify real-world logic flaws in application flows
Detect cross-service auth bugs and hidden data exposure


Focus on the important issues
Separate vulnerabilities from non-issues with exploitability conditions checks
Filters out false positives and non-issues
Validates exploitability across attack paths
Analyzes permissions, components, and data flows
Remediate in seconds
Adopt ready-to-merge fixes that fit your
codebase and development workflow.
Creates fixes aligned with your frameworks and conventions
Converts findings into concrete pull requests
Enables fast review and quick application by developers

Your full-stack security platform
Code
Secure code in repos and PRs
Supply Chain
Find what’s actually reachable
Secrets
Stop leaks before they're incidents
Infrastructure
Identify containers with vulnerabilities
Dynamic Testing
Find vulnerabilities in running applications

More true positives

Fewer false positives

Fix suggestions accepted

More true positives

Fewer false positives

Fix suggestions accepted
Features
Designed for Modern Security Teams
Modular security intelligence that integrates via API, learns from feedback, and deploys fast.



Research
Applied AI and security research
From security and AI experts from:

AI for Production Security
Link your GitHub repo in three clicks to get started.