Doc intelligence · Tools
Ultra Doc-Intelligence
A POC AI system for logistics document intelligence used inside TMS workflows. Users upload PDF/DOCX (Rate Confs, BOLs, invoices), ask grounded questions across one or many documents, and run structured shipment-field extraction. Retrieval is a hybrid dense+sparse setup on Pinecone with LlamaCloud parsing; every response returns answer, cited sources, confidence, and guardrail status so downstream automation can trust or defer.
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Highlights
- Grounded Q&A with cited sources + confidence
- Structured shipment-field extraction (null-safe JSON)
- Hybrid dense + sparse retrieval on Pinecone
- PDF / DOCX / TXT ingest via LlamaCloud
Tech stack
- Next.js
- LangChain
- LlamaCloud
- Pinecone
- OpenAI