The product provides a control plane for configuring multi-agent workflows across platforms such as Agentforce, Amazon Connect, hyperscaler voice APIs, and custom AI assistants. It manages session lifecycle, context propagation, tool permissions, RAG data access, testing, monitoring, and escalation rules so enterprises can deploy agent-to-agent and agent-to-human workflows more safely.

Multiple companies are hiring to build AI agents, voice/chat integrations, enterprise handoffs, and production monitoring, suggesting active budget and implementation pressure. The shift from standalone chatbots to coordinated background, voice, and specialized agents creates demand for shared orchestration infrastructure.