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AI • Enterprise

Enterprise RAG Knowledge Assistant

An enterprise knowledge assistant combining semantic retrieval with LLM generation to provide employees and customers quick access to dispersed knowledge.

Part of our AI and automation work.

Knowledge assistant answering a policy question from company documents, with cited sources and the highlighted passage (sample data)AI / EnterpriseSample data
01

The Challenge

Knowledge is dispersed across PDFs, policies, manuals, documentation, databases and internal resources. Employees and customers struggle to locate answers quickly and accurately.

02

Our Solution

Production RAG system that ingests knowledge assets, creates semantic embeddings, retrieves relevant context, and generates accurate responses grounded in verified information.

03

The Outcome

Enterprise knowledge system that transforms dispersed information into instant, grounded answers.

What Was Built

  • Document ingestion pipeline
  • Text processing and chunking
  • Semantic embeddings
  • Vector search
  • Contextual generation
  • Source citations
  • Conversation memory
  • Metadata filtering
  • Admin knowledge management
  • Analytics and evaluation
  • Permission-based access
  • Conversation history

Core Technology

  • Python
  • FastAPI
  • OpenAI
  • Anthropic
  • LangChain
  • LangGraph
  • Supabase
  • PostgreSQL
  • pgvector
  • Next.js
More Work

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