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Case study · Technology

120B-parameter model. Zero data leaves the building.

A self-hosted AI platform giving a 15-person engineering team secure access to 120-billion-parameter models, with no data leaving the controlled environment.

Private AILLM infrastructureGPU

The challenge

An engineering team wanted the productivity of large AI models without sending source code or internal data to an outside provider.

Our approach

  • Deployed open models on dedicated GPU infrastructure
  • Provided a familiar chat interface through OpenWebUI
  • Added role-based access control so each user sees only what they should
  • Containerized the stack for repeatable, maintainable operations

The outcome

Fifteen engineers onboarded to a production AI toolchain with zero data egress to third-party AI providers.