Document Research Assistant
Internal tool for rapid analysis of legal and technical documents.
Overview
Created a research assistant that ingests documents, builds a searchable knowledge graph, and answers questions with citations....
The Problem
Internal teams were spending days reading through contracts, technical specs, and compliance documents. Knowledge was siloed. Finding precedents was painful.
The Solution
Created a research assistant that ingests documents, builds a searchable knowledge graph, and answers questions with citations.
Architecture
- Document parsing for multiple formats
- Chunking and embedding pipeline
- Vector search with hybrid retrieval
- LLM-powered Q&A with source attribution
- Knowledge graph for entity relationships
- Access control and audit logging
Business Impact
- Research time reduced by 75%
- Improved consistency in decision-making
- Better knowledge retention when staff change
- Foundation for future automation
Lessons Learned
- Chunking strategy dramatically affects quality
- Citation accuracy builds trust
- User feedback loops are essential
- Start with a focused document set
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