
Signal Knowledge Copilot
Signal needed AI assistance that could survive contact with real internal processes rather than a one-off demo layered on top of disconnected knowledge bases.
XOREN designed a retrieval pipeline, content preparation flow, and approval-aware automation model so the assistant could answer operational questions with better grounding and lower noise.
Delivery focus
- RAG pipeline tuned for internal policy, operations, and support material.
- Structured prompts and guardrails for task execution inside existing systems.
- Observability around prompt quality, citation usefulness, and failure modes.
The final system improved internal response speed while keeping engineering ownership over safety and system behaviour.