We map the selected alert types, source systems, customer boundaries, analyst decisions and permitted actions. That map identifies where to enrich a case, ask for human judgment, update a ticket or stop the workflow.
Engineering can include ingestion and normalization pipelines, retrieval over approved runbooks and customer documentation, model and tool integration, MCP or custom connectors, case updates and escalation paths. Retrieval supplies relevant source material for a case; it does not train the model on your documentation.
Where the workflow calls for voice outreach, we can scope a call or callback path with identity checks, consent requirements, human fallback and a record of the result. The receiving system, jurisdiction and communication policy determine whether it is appropriate.