// SERVICE DETAIL
Custom AI Model Services
NUMVOX builds custom RAG (Retrieval-Augmented Generation) applications and fine-tunes specialized open-source LLMs on private enterprise datasets. We empower companies to leverage private AI models securely without leaking proprietary data.
// THE CHALLENGE
The Problem
Off-the-shelf public AI models hallucinate when asked about internal company processes, and sending sensitive IP to public endpoints presents serious regulatory risks.
The NUMVOX Solution
NUMVOX develops isolated RAG pipelines and fine-tuned open-source models hosted within your own private cloud infrastructure, ensuring factual responses and 100% data privacy.
// DELIVERABLES
What We Deliver.
- Fine-tuning open LLMs (Llama 3, Mistral) on private datasets
- Custom RAG (Retrieval-Augmented Generation) development
- Private on-premise & cloud LLM deployment
- Enterprise vector database implementation
- Domain-specific model optimization & evaluation
// TECHNOLOGY
Our Tech Stack.
Models
Vector
Framework
// OUR PROCESS
From Discovery to Growth.
Data Cleaning & Chunking
Embedding & Vector Setup
RAG Pipeline Build
Model Evaluation & Tuning
Private Cloud Launch
// FAQ
Frequently Asked Questions
What is the benefit of RAG over fine-tuning?
RAG links live internal knowledge bases to an AI model dynamically without costly retraining. Fine-tuning is used to teach a model a specialized tone, format, or niche terminology.
Can custom RAG models be deployed inside our private cloud?
Yes. We deploy custom RAG infrastructure on private AWS, GCP, or Azure accounts so your data never leaves your environment.