On-Premise LLM Deployment by Vlad IoanOn-Premise LLM Deployment by Vlad Ioan
On-Premise LLM DeploymentVlad Ioan
Cover image for On-Premise LLM Deployment
I deploy production-ready LLM stacks on your existing hardware — no GPU required, no cloud dependency.
What's included:
Model selection and quantization (GGUF/Q4_K_M) for your hardware specs
Inference engine setup: llama.cpp or ik_llama with CPU optimization
API endpoint configuration (Ollama-compatible)
Open WebUI or Dify as user-facing interface
Basic monitoring with Prometheus/Grafana
Ideal for: companies with data residency requirements, air-gapped environments, GDPR-sensitive industries.
Deliverable: fully functional LLM endpoint running on your servers, documented and tested.
Vlad's other services
Cover image for AI Infrastructure Consulting — Hourly
AI Infrastructure Consulting — HourlyContact for pricing
Cover image for RAG Pipeline — Private Document AI
RAG Pipeline — Private Document AIContact for pricing
Contact for pricing
Duration1 week
Tags
Docker
Kubernetes
Linux
Machine Learning
Artificial Intelligence
Service provided by
Vlad Ioan proBucharest, Romania
On-Premise LLM DeploymentVlad Ioan
Contact for pricing
Duration1 week
Tags
Docker
Kubernetes
Linux
Machine Learning
Artificial Intelligence
Cover image for On-Premise LLM Deployment
I deploy production-ready LLM stacks on your existing hardware — no GPU required, no cloud dependency.
What's included:
Model selection and quantization (GGUF/Q4_K_M) for your hardware specs
Inference engine setup: llama.cpp or ik_llama with CPU optimization
API endpoint configuration (Ollama-compatible)
Open WebUI or Dify as user-facing interface
Basic monitoring with Prometheus/Grafana
Ideal for: companies with data residency requirements, air-gapped environments, GDPR-sensitive industries.
Deliverable: fully functional LLM endpoint running on your servers, documented and tested.
Vlad's other services
Cover image for AI Infrastructure Consulting — Hourly
AI Infrastructure Consulting — HourlyContact for pricing
Cover image for RAG Pipeline — Private Document AI
RAG Pipeline — Private Document AIContact for pricing
Contact for pricing