Three levels, three rhythms
Timesheets change daily, requests weekly, the strategic plan yearly. Structured context injected directly, vector RAG for deep history, targeted adaptation as a late option.
Context
Three levels of context injected at every call, and a semantic search that respects your rights all the way into the vector index. The base model itself never moves.
Zero retraining
3 projects crossed their drift threshold — the main one: KYC Overhaul (+18% over envelope).
Sources: budget structure · project milestones
What it does
Timesheets change daily, requests weekly, the strategic plan yearly. Structured context injected directly, vector RAG for deep history, targeted adaptation as a late option.
Access rights are propagated into the vector index itself: search never returns a document the requester is not allowed to read. Confidentiality does not depend on the prompt.
Uploaded, analyzed, split into pillars, versioned: the plan stops being a dead PDF. It becomes the reference against which OKRs, initiatives and requests are confronted.
How it works
Chunking, embeddings, propagated ACL.
Semantic search filtered by your rights.
The answer cites what fed it.