Portrait of Anthony Smith, CTO at a SaaS company.
BusinessAnthony Smith

“The AI infrastructure setup was exactly what we needed. AUM Labs deployed local LLMs that our entire engineering team can use for security queries - without any data leaving our network.”

Building a Private AI Security Layer

We wanted to give our development teams AI-powered security tools, but couldn’t risk sending proprietary code or vulnerability data to cloud AI providers. We needed everything on-premise.

The Challenge

Our 50+ developers needed an AI assistant that could answer security questions, review code for vulnerabilities, and provide remediation guidance - all without exposing our intellectual property to third-party services.

The Solution

AUM Labs set up a local LLM infrastructure on dedicated hardware within our data center. They fine-tuned models for our specific tech stack and security requirements, and integrated the AI with our CI/CD pipeline for automated security reviews.

The Result

Every developer now has access to an AI security consultant that understands our codebase and security policies. Security review bottlenecks dropped by 60%, and our security team can focus on complex issues instead of answering repetitive questions from development teams.

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Portrait of Elena Glock, IT Director at a financial institution.

Elena Glock

“AUM Labs transformed how our 40 teams handle vulnerability remediation. What used to require endless meetings and email chains is now an automated, trackable process through ServiceNow and Jira.”

Regional Banking Institution Chicago, IL
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