Use case

Private AI for Regulated Enterprises

LLM Machines provides local inference through /models and streaming or non-streaming /chat/completions. Your client applications and workflows stay the same. Nothing leaves your infrastructure.

01 — Industries

Where private AI matters most.

The common thread is not one industry. It is sensitive data, audit exposure and a low tolerance for uncontrolled AI processing.

Finance

Banking, insurance and fintech.

Run compliance review, customer support and analyst workflows through your existing applications with local inference.

Legal

Law firms and legal departments.

Summarise contracts and draft internal memos through existing matter tools while privileged material stays inside the firm perimeter.

Healthcare

Hospitals and health systems.

Assist staff with procedures, research and documentation through approved applications inside the health-system boundary.

Public sector

Government and agencies.

Bring local inference to existing drafting, review and assistance workflows where sovereignty and auditability are procurement requirements.

Critical infrastructure

Energy, utilities and transport.

Support maintenance, operations and incident workflows through approved tools inside controlled systems.

Engineering

R&D and software teams.

Connect favourite IDEs and development harnesses through local /chat/completions while source code and product plans remain inside.

02 — Controls

What regulated teams need from AI.

Private AI needs more than a model. It needs identity, Application credentials, model policy, metadata-only audit and local observability.

Governed access.

Users authenticate through enterprise identity, while Admin and Operator roles manage Application credentials and model access.

  • SSO federation
  • Admin and Operator roles
  • Per-Application model access

Inspectable operations.

Application usage metadata, model routing, health signals and signed audit exports make the appliance easy to operate and review.

  • Usage metadata
  • Model and route health
  • Signed audit exports
Next

Pilot private AI with a real regulated workflow.

Start with one existing application, one team and a customer-premises deployment path your security team can inspect.