ServiceNow customer success orchestration agents

What was done

ServiceNow is developing a multi-agent system that spans lead identification, pre-sales workflows, post-sales adoption, and expansion motions. LangGraph coordinates agent orchestration while the company's knowledge graph and Model Context Protocol provide platform context. LangSmith tracing and custom evaluations help engineers inspect decisions, build golden datasets, and prevent regressions before wider production monitoring.

Stack