Production MVP
Machinery Price Comparison Dashboard
Upload machinery reference PDFs into Qdrant, then upload an invoice to match similar machines and compare prices without storing the invoice.
Upload Machinery PDF
Extract machinery table rows, generate embeddings, and store records in Qdrant.
OpenUpload Invoice PDF
Extract invoice line items, find similar machines in Qdrant, and summarize price differences. Invoices are not stored.
OpenSystem Health
Use the health and Qdrant test endpoints to verify local setup.
GET /api/health
GET /api/qdrant/test
POST /api/qdrant/seed
Processing Status
PDFs are processed in memory only. Machinery documents persist in Qdrant. Invoice uploads are compared against those documents and are never written to the vector database.