TECHBROS
Manufacturing

On-Premises LLM Agent Platform

Private LLM agent platform deployed on-premises, enabling secure Q&A over live enterprise data with full data residency and auditability.

~-65%

Query Response Time

~100%

Data Residency Compliance

~+45%

Analyst Productivity

~100%

Audit Trail Coverage

Data Sovereignty & Compliance Constraints

The organization needed AI assistants for plant and business teams but could not send sensitive production, supplier, and operational data to public cloud LLM APIs. Existing tools lacked integration with core business systems and offered limited visibility into how answers were produced.

Local LLM Agent Platform

We deployed a private LLM agent platform on the organization's own infrastructure with governed connections to core systems. Teams interact in natural language while the platform handles retrieval, orchestration, and logging behind strict security controls.

How Agents Are Used

Unified live context

Agents draw on databases, internal tools, APIs, and real-time feeds in a single response — assembling only the sources relevant to the task at hand.

Connected execution

Agents move beyond answers. Approved actions run across ERP, MES, and supply chain systems so teams spend less time switching between applications.

Operational memory

As teams work, the platform captures how decisions are made in practice. That evolving record reflects real workflows, not just documented procedures.

Governed transparency

Every prompt, data source, and action is logged end to end, giving compliance and audit teams full visibility into how results were produced.

Secure AI at Enterprise Scale

Teams gained fast, accurate access to live data through AI agents while meeting strict regulatory and data residency requirements.

Technologies

Open Source LLMs NVIDIA GPUs Elasticsearch Python Kubernetes PostgreSQL

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