multi-rag
An ops copilot that compiles governed metrics, retrieves cited policies, and keeps context across chats.
Three retrieval surfaces, one streaming tool-use loop — built for e-commerce operations questions that span systems.
Ask about sales, inventory, finance, and HR through a curated semantic layer — not free-form SQL guessing.
Search policies, FAQs, and manuals in Pinecone with citations, so every policy claim points back to a chunk.
Remember preferences and facts across conversations, then recall or forget them when the context changes.
Anthropic tool_use streams SQL tables, charts, and doc hits in one answer — with live progress you can audit.
Less context-switching, fewer hallucinated numbers, and a clear trail from question to evidence.
Metrics are compiled from a registry. Documents are cited. Raw SQL stays a guarded escape hatch.
Hybrid prompts span warehouse numbers and return policy in a single turn — no tab-hopping between tools.
Upload corpora, inspect memory, watch live KPI insights, and chat with charts beside the transcript.
Start a chat, or ingest a document and watch retrieval light up.