Frequently Asked Questions
Find answers to common questions about our AI security solutions, deployment process, and data privacy.
Services & Solutions
What does AUM Labs do?
AUM Labs builds agentic AI solutions for enterprise cybersecurity. We design and deploy AI agent clusters that automate security operations - from continuous pentesting and vulnerability governance to threat remediation. Our solutions integrate with your existing tools (ServiceNow, Jira, SIEMs) and run entirely on-premise.
What is an AI Agent Security Cluster?
An AI Agent Security Cluster is a dedicated on-premise hardware setup running local LLMs and specialized AI agents. These agents handle tasks like vulnerability triage, automated pentesting, threat analysis, and cross-team coordination - replacing costly manual processes and reducing the need for lengthy security meetings.
How is AUM Labs different from traditional security consulting?
Traditional consulting delivers reports and recommendations. We build systems - AI agents that actively work alongside your security team every day. We combine offensive security expertise (pentesting, red teaming) with AI engineering and enterprise process design to deliver measurable, lasting improvements.
What is CyberStrike?
CyberStrike is our flagship open source project - an AI-powered offensive security agent for autonomous pentesting. It includes 13+ specialized AI agents, 120+ OWASP test cases, and supports 15+ LLM providers. It's available on GitHub and backed by the same team that designs our enterprise solutions.
AI & Data Privacy
Does my data leave my network?
No. Every AUM Labs solution runs 100% on-premise. Your data, models, and queries never leave your infrastructure. We deploy local LLMs on dedicated hardware within your network - zero cloud dependency for sensitive security operations.
Which LLM providers do you support?
We support 15+ LLM providers including local deployment options (Ollama, vLLM, llama.cpp) and cloud providers (OpenAI, Anthropic, etc.) when appropriate. For enterprise deployments, we recommend and configure fully local models to ensure complete data sovereignty.
How do you ensure the AI agents themselves are secure?
We don't just use AI for security - we build AI systems that are themselves secure. Our agents run in isolated environments, use principle of least privilege access, have comprehensive audit logging, and undergo regular security assessments. We practice what we preach.
Can I use my existing infrastructure?
Yes. Our solutions are designed to integrate with your existing security stack - whether that's ServiceNow, Jira, Splunk, Elastic, or any other SIEM/ticketing system. No rip-and-replace required. We build on top of what you already have.
Engagement Process
How does a typical engagement begin?
We start with a free 30-minute security assessment call to understand your organization's structure, security stack, and challenges. From there, we design a tailored solution - whether that's a standalone service like continuous pentesting or a full AI agent cluster deployment.
How long does deployment take?
Deployment timelines vary by scope. A continuous pentesting engagement can start within days. An AI agent cluster with full integration typically takes 4-8 weeks, including hardware setup, model configuration, integration with your existing tools, and team training.
Do you provide ongoing support?
Yes. All our deployments include ongoing support and optimization. AI agents improve over time as they learn your environment. We provide regular reviews, model updates, and process refinements to ensure continued improvement in your security operations.
What size organizations do you work with?
We work with organizations ranging from growing security teams (SMB) to large enterprises with 40+ departments and 1,000+ employees. Our solutions scale to fit your needs - whether you're building your first AI-powered security capability or optimizing an existing operation.
Security & Compliance
Do you help with compliance requirements?
Our vulnerability governance and security hardening services directly support compliance frameworks like SOC 2, ISO 27001, NIST, and PCI DSS. AI agents can automate compliance evidence collection, track remediation timelines, and generate audit-ready reports.
What types of vulnerabilities does continuous pentesting cover?
Our continuous pentesting covers the full OWASP Top 10, infrastructure vulnerabilities, API security, authentication flaws, authorization issues, and more. With 120+ automated test cases and AI-powered analysis, we provide broader coverage than periodic manual assessments alone.
How do you handle vulnerability disclosure?
All findings are reported directly to your team through your existing ticketing system (ServiceNow, Jira, etc.) with severity ratings, detailed reproduction steps, and AI-generated remediation guidance. Sensitive findings are handled with appropriate urgency and confidentiality.
Can your AI agents replace our security team?
No - and that's by design. Our AI agents augment your security team, not replace them. They handle repetitive tasks, automate triage, and provide recommendations so your security professionals can focus on strategic decisions and complex problems that require human judgment.
Pricing & Support
How is pricing structured?
Pricing depends on the scope of services, organization size, and deployment complexity. We offer flexible engagement models - from project-based assessments to ongoing managed services. Contact us for a customized quote based on your specific needs.
Do you offer a pilot or proof-of-concept?
Yes. For larger deployments, we typically recommend starting with a focused pilot - for example, deploying continuous pentesting on a single application or setting up an AI agent for one workflow. This lets you see measurable results before committing to a full rollout.
What if we need help beyond the initial deployment?
We offer ongoing partnership models that include continuous optimization, new agent development, and expanded integration as your needs evolve. Many of our clients start with one service and expand over time as they see results.
How can I get started?
The easiest way is to book a free consultation call through our website. You can also email us at [email protected] or reach out on LinkedIn. We'll discuss your challenges and propose a tailored approach - no obligation.