Problems This Solves
Sending confidential corporate data, patient health records, or legal filings to external APIs violates security and compliance mandates.
Uncapped OpenAI or Anthropic API bills make scaling AI search systems and chatbots across thousands of active users cost-prohibitive.
External API service outages interrupt critical operational pipelines and customer-facing chat solutions.
Struggling to configure GPU hardware, install CUDA drivers, compile model weights, and set up local server APIs.
Our Proven Process
Hardware Audit & GPU Select
We analyze VRAM capacities and recommend GPU servers or cloud instances (AWS/RunPod).
Ollama & vLLM Setup
We install inference engines on server nodes, configuring CUDA GPU acceleration.
Weight Quantization
We select model sizes and quantize weights (GGUF/AWQ) to optimize VRAM footprints.
Local API wrapper coding
We write secure local REST APIs in FastAPI to bridge local models to your systems.
VPC Security & Routing
We isolate LLM servers inside secure private networks with Nginx load balancing.
Hardware Audit & GPU Select
We analyze VRAM capacities and recommend GPU servers or cloud instances (AWS/RunPod).
Ollama & vLLM Setup
We install inference engines on server nodes, configuring CUDA GPU acceleration.
Weight Quantization
We select model sizes and quantize weights (GGUF/AWQ) to optimize VRAM footprints.
Local API wrapper coding
We write secure local REST APIs in FastAPI to bridge local models to your systems.
VPC Security & Routing
We isolate LLM servers inside secure private networks with Nginx load balancing.
What's Included
Expected Results
100% offline data processing ensuring complete privacy for corporate files
Flat infrastructure hosting bills instead of unpredictable variable API invoices
Fast token generation speeds matching commercial API outputs
Complete system independence avoiding third-party server downtime errors
Full compliance matching strict regulatory limits (HIPAA, GDPR, SOC2)
Technologies We Master
Comprehensive Capabilities
We don't just scratch the surface. Here is a detailed breakdown of everything we can engineer, optimize, and execute for your business.
Ollama Linux Deployments
Configuring Ollama instances on server nodes, managing driver paths and system service bindings.
vLLM PagedAttention Tunings
Optimizing GPU memory mappings using vLLM to scale concurrent user chat streams.
Model Weight Quantizations
Converting large models into GGUF or AWQ bit formats to preserve precision while saving GPU memory.
Custom FastAPI Wrappers
Writing API layers that match standard schemas, allowing drop-in replacements for third-party endpoints.
Multi-GPU Load Balancing
Orchestrating Nginx routing schemes to distribute model inference loads across server GPU units.
On-Premise RAG Databases
Wiring offline LLMs to secure PGVector databases to enable private document querying.
Specialized Services
Explore our specialized engineering teams and tailored solutions for this domain.
Investment Plans
Transparent pricing with no hidden fees. Every plan includes dedicated support and monthly reporting.
Single GPU Setup
Single machine configuration, Ollama engine setup, deployment of an 8B model (Llama 3/Mistral), and local REST API.
High-Throughput vLLM
vLLM installation, AWQ weight quantizations, multi-GPU orchestration, PagedAttention configuration, and load balancing.
Enterprise Private AI
On-premise hardware setup, local vector database (PGVector), full offline RAG document query pipeline, and SLA support.
All plans are month-to-month with no long-term contracts. Custom enterprise plans available.Contact us for a tailored proposal.
Why Choose Us
No Long-Term Contracts
Month-to-month engagements. We earn your business every single month.
Dedicated Team
A named strategist, not a rotating cast of juniors. Consistent point of contact.
Revenue-Focused
We report on revenue impact, not vanity metrics. Every dollar is attributed.
Rapid Execution
Strategy in week 1. Execution by week 2. Results tracked from day one.
Frequently Asked Questions
Ready to Get Started?
Start with a free audit. We'll analyze your current performance and show you exactly where the growth opportunities are.
Or email our dedicated desk: ai@trustoryx.digital