All case studies
Telecom · Local LLM, RAG, runbooks, historic tickets
Runbooks on-net for billing operations
A local model over runbooks and historic tickets. Agents get cited answers on the floor. Subscriber and billing data do not leave the operator network.
A UK billing operations team
The constraint
The answers already existed in runbooks and closed tickets. Agents still waited on a specialist. A public model was not acceptable for billing or subscriber text.
What we did
Ingest on-net. Retrieval with citations. No egress. The UI is the one agents already open, not a new portal.
How it ran
Corpus from runbooks and tickets, local deploy, audit of prompts and sources, floor trial with the ops lead in the room.
What was true after
Agents get a cited answer without sending a prompt off-net. Specialists still own exceptions.
Stack in the room
Local LLMRunbooksTicketsOps UIAudit trail