Enterprise AI Assistant for Internal Knowledge Search

Overview

Designed a secure internal knowledge assistant using RAG pipelines and vector search, integrating fragmented knowledge across Notion, Google Drive, and support systems with metadata filtering, vector search, and natural language retrieval.

Federated RAG Architecture

1. 01
   Source Connectors

   Incremental sync from Notion, Drive, Zendesk, and more.
2. 02
   Chunking & Embeddings

   Semantic chunking with metadata-rich vectors.
3. 03
   Vector Search

   Pinecone with hybrid + metadata filtering.
4. 04
   Retrieval Orchestrator

   Query rewriting, multi-step retrieval, reranking.
5. 05
   Conversational Layer

   Grounded answers with citations and access control.

Key capabilities

• Row-level access control mirroring source permissions
• Hybrid semantic + keyword retrieval
• Inline citations with source previews
• Continuous evaluation harness