Architectural Approach
Challenge
Locating specific clauses or technical findings across massive institutional archives required hours of manual document scanning.
Solution
We deployed an OCR ingestion pipeline and hybrid vector search engine delivering every answer with exact page and paragraph citations.
Results
- Cited search instead of manual archive scanning
- Page and paragraph level citations for every answer
- Scanned PDF and historical Turkish document OCR support
- Role-based document access control
Technologies
Python
Qdrant
vLLM
FastAPI
Next.js
