Production RAG System Architecture & DeploymentKrish Ujeniya
A production-grade Retrieval-Augmented Generation (RAG) system engineered for your company documents, internal knowledge base, or customer workflows.
What is included:
Ingestion pipeline tailored to your document formats (PDFs, markdown, technical docs, SQL databases).
Hybrid search architecture combining dense vector embeddings with BM25 sparse retrieval and cross-encoder reranking.
Automated evaluation suite (RAGAS) testing answer relevance, context recall, and factual precision.
Token budget limits, caching, and graceful failure fallbacks.
Full deployment with monitoring hooks and clean handover documentation so your team can maintain it independently.
FAQs
Starting at$2,500
Duration3 weeks
Tags
Python
Vector Search
LLM
Artificial Intelligence
RAG Systems
Service provided by
Krish Ujeniya Surat, India
Production RAG System Architecture & DeploymentKrish Ujeniya
Starting at$2,500
Duration3 weeks
Tags
Python
Vector Search
LLM
Artificial Intelligence
RAG Systems
A production-grade Retrieval-Augmented Generation (RAG) system engineered for your company documents, internal knowledge base, or customer workflows.
What is included:
Ingestion pipeline tailored to your document formats (PDFs, markdown, technical docs, SQL databases).
Hybrid search architecture combining dense vector embeddings with BM25 sparse retrieval and cross-encoder reranking.
Automated evaluation suite (RAGAS) testing answer relevance, context recall, and factual precision.
Token budget limits, caching, and graceful failure fallbacks.
Full deployment with monitoring hooks and clean handover documentation so your team can maintain it independently.
FAQs
$2,500