RAG Pipeline — Private Document AI by Vlad Ioan
RAG Pipeline — Private Document AI by Vlad Ioan
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RAG Pipeline — Private Document AI
Vlad Ioan
I build RAG (Retrieval-Augmented Generation) pipelines that connect your LLM to your private documents — no data leaves your servers.
What's included:
Vector database setup (Qdrant) on your infrastructure
Embedding pipeline: BGE-M3 with bge-reranker-v2-m3 for hybrid search
Document ingestion (PDF, Word, internal wikis, databases)
Dify integration as chat interface for your team
Chunk size optimization and retrieval testing
Results: your team asks questions in plain language and gets accurate answers grounded in your actual documents — not hallucinations.
Ideal for: legal firms, healthcare, finance, defence contractors, any organization with large internal document repositories.
Deliverable: functional RAG system tested on your documents, with user interface and admin access.
Vlad's other services
AI Infrastructure Consulting — Hourly
Contact for pricing
On-Premise LLM Deployment
Contact for pricing
Contact for pricing
Message
Duration
1 week
Tags
Docker
Data Engineer
Machine Learning
Artificial Intelligence
Python
Service provided by
Vlad Ioan
pro
Bucharest, Romania
RAG Pipeline — Private Document AI
Vlad Ioan
Contact for pricing
Message
Duration
1 week
Tags
Docker
Data Engineer
Machine Learning
Artificial Intelligence
Python
I build RAG (Retrieval-Augmented Generation) pipelines that connect your LLM to your private documents — no data leaves your servers.
What's included:
Vector database setup (Qdrant) on your infrastructure
Embedding pipeline: BGE-M3 with bge-reranker-v2-m3 for hybrid search
Document ingestion (PDF, Word, internal wikis, databases)
Dify integration as chat interface for your team
Chunk size optimization and retrieval testing
Results: your team asks questions in plain language and gets accurate answers grounded in your actual documents — not hallucinations.
Ideal for: legal firms, healthcare, finance, defence contractors, any organization with large internal document repositories.
Deliverable: functional RAG system tested on your documents, with user interface and admin access.
Vlad's other services
AI Infrastructure Consulting — Hourly
Contact for pricing
On-Premise LLM Deployment
Contact for pricing
Contact for pricing
Message