AI Steered by Security Expertise
What makes Neo different from general-purpose AI applied to security is how deeply the AI and the security tooling are integrated. Neo’s agents are purpose-built for offensive security. They’re tuned on real-world vulnerability patterns, exploitation techniques, and assessment methodologies, then paired with a specialized toolkit of 40+ security capabilities that give them the ability to act on what they find. The AI reasons about where vulnerabilities are likely to exist. The tooling lets it confirm whether they actually do. Critically, Neo’s architecture is designed for depth. Agents can pursue complex, multi-step attack chains over extended periods, pivoting between reconnaissance, exploitation, and validation across different layers of your stack. A single assessment might involve reading source code to spot a potential auth bypass, then testing the running application to confirm it, then chaining it with a privilege escalation to demonstrate real business impact. Neo stays on the problem until it reaches a definitive answer. This combination of AI reasoning, specialized tooling, and long-running execution is what allows Neo to find vulnerabilities that scanners miss and validate them the way a skilled pentester would.Agents
Neo’s work is carried out by specialized agents that coordinate to handle complex, multi-step security workflows. Rather than running a single monolithic process, Neo breaks assessments into tasks and delegates them to agents with specific expertise: code review, API testing, infrastructure analysis, browser-based testing, and more. A coordinating agent manages the overall plan, assigns tasks, synthesizes results, and adjusts strategy based on what each specialist finds. This means Neo can run broad assessments that span your entire stack while maintaining depth in every area. A PR review might involve one agent analyzing code changes for vulnerabilities while another simultaneously tests the running application to confirm whether those vulnerabilities are actually exploitable.Deep dive: Agents
How Neo’s agent architecture plans, delegates, and coordinates security workflows.
Capabilities
Agents reason about security and act on it. Neo has access to 40+ security capabilities that let it interact with your applications and infrastructure the same way an attacker would:- Terminal access — run commands, execute scripts, interact with CLIs, and use security tooling like Nuclei, ffuf, sqlmap, and more.
- Browser automation — navigate applications as a real user, interact with JavaScript-heavy UIs, fill forms, click through flows, and capture screenshots.
- HTTP & API testing — craft raw requests, fuzz parameters, test authentication and authorization logic, and chain multi-step API sequences.
- Code analysis — read and reason about source code, trace data flows, identify patterns across files, and correlate code-level findings with runtime behavior.
- Network & infrastructure — scan services, enumerate hosts, test configurations, and assess exposure across your cloud and infrastructure.
Deep dive: Capabilities
The full set of tools and capabilities Neo uses to test your stack.
Memory
Neo gets smarter about your organization with every workflow it runs. The first time Neo tests your stack, it learns your services, technology choices, naming conventions, API patterns, and architecture. That knowledge persists. The next time you ask Neo to pentest your payments service, it already knows which repo it maps to, what frameworks it uses, what authentication flows protect it, and what it found last time. This compounds over time. Neo builds an evolving understanding of your environment that makes every subsequent assessment faster, more targeted, and more relevant. It tracks which areas have been tested, what has changed since the last assessment, and where new risk is most likely to appear.Deep dive: Memory
How Neo retains and applies organizational context across workflows.
Safe Execution
Every action Neo takes runs inside an isolated sandbox: a dedicated, ephemeral environment that mirrors your application without touching production. Sandboxes give Neo the freedom to test aggressively. It can attempt SQL injection, trigger error conditions, brute-force authentication, and probe edge cases, all without risk to your live systems or data. Every command, request, and browser action inside the sandbox is fully logged and captured as artifacts. When an assessment completes, the sandbox is torn down. What remains is the evidence: logs, payloads, screenshots, traffic captures, and reproduction steps. Everything your team needs to verify a finding independently.Deep dive: Sandboxes
How Neo’s isolated execution model keeps your production environment safe.
Evidence Over Alerts
This is what ties everything together. Neo’s entire architecture is built around one principle: every reported finding is backed by proof of real exploitability. Neo identifies a vulnerability, builds an exploit, executes it in a sandbox, and captures the result. What your team receives is a validated finding with:- The exact payload or exploit that worked
- Full execution trace showing how it was reached
- Screenshots and network captures where relevant
- Step-by-step reproduction instructions
- Specific remediation guidance tied to your codebase
Deep dive: Evidence & Reports
How Neo captures, organizes, and presents security evidence.