Enterprise Knowledge Platform
Built an enterprise knowledge workspace with six ingestion pipelines and 226,142+ indexed chunks across four sources, powered by Qdrant.
Six sources. One grounded workspace. · Role: Architect & Engineer
Architecture
- Separate pipelines ingest documentation, training, delivery assets, architecture references, problem records, and support cases.
- Deterministic chunk IDs make ingestion resumable without duplicate vectors.
- Retrieval checks access grants and returns named sources to dedicated personas.
Results & scale
- 226,142+ chunks across four counted sources
- Six ingestion pipelines and three grounded personas
Technology stack
- Open WebUI
- Qdrant
- Azure AI Foundry
- Python
- PostgreSQL
My contribution
Designed and built the ingestion pipelines, retrieval integrations, client extensions, and deployment on Open WebUI.