Case

Compass

An assistant that answers questions from a company's own documents, with every answer cited back to the page it came from.

Hybrid retrieval over vector search and BM25, a browser side panel on a Python backend, and an install that runs entirely on the customer's own machines. Deployed into government transit, audit and capital markets, where the documents cannot leave the building.

Retrieval

Vector search and BM25, reranked

Deployment

On-premise, no external API calls

Ownership

Backend, retrieval and install, solo