Sovereign LLM Architecture

End-to-end design and deployment of private RAG pipelines, on-premise model serving, OCR document extraction and zero-leak PII sanitization layers.

What's included

Air-gapped retrieval-augmented generation with Qdrant or Weaviate, embedding models and prompt guardrails, zero data leaves your perimeter.

vLLM or TGI deployment on your GPU cluster. Quantized and full-precision models, autoscaling and monitoring included.

PaddleOCR or GOT-OCR pipelines for invoices, contracts and technical documents. Multi-language, structured output.

Real-time detection and redaction of personal data, API keys and credentials before they reach any LLM prompt.

We map your data flows, compliance constraints and latency requirements. One workshop with your security and data teams.

Reference architecture with hardware sizing, model selection and a working POC on your infrastructure.

Full deployment with monitoring, alerting, backup strategy and runbook. Knowledge transfer to your ops team.

01What GPU hardware do you recommend?

Depends on model size. 7B models run on a single A100/L40S. 70B models need 2-4 GPUs. We size during the architecture phase.

02Can we use your solution without internet access?

Yes. All components run air-gapped. Model weights, dependencies and updates are delivered via secure offline transfer.

Field notes

Write to us with your context. We respond within 48 hours with a scoped proposal.