LLM & RAG Integration Services

We customize open-source LLMs (like Llama 3) and integrate vector databases (Pinecone, ChromaDB) to construct secure B2B knowledge bases.

Our Capability & Overview

Chandraja Infotech maintains operational teams delivering state-of-the-art results in this domain. We work closely with our clients to customize architectures, normalize database entities, and ensure robust security audits matching enterprise benchmarks.

Key Focus Capabilities

Open-Source LLM Deployments
Vector Database Ingestion (RAG)
System Prompt Engineering
Strict Data Privacy Isolation

Frequently Asked Questions (FAQ)

Q: What is the advantage of using open-source LLMs?

Open-source LLMs can be hosted locally within your own cloud server, guaranteeing complete data privacy and eliminating variable token fees associated with public APIs.

Q: How do you ingest document directories into vector databases?

We split documents into optimized text blocks, compute semantic vector coordinates, and index them to facilitate search lookups.

Q: How do you prevent AI model hallucinations?

We implement context boundary rules in our prompts, instructing the model to reply only using facts retrieved from the vector search database.