A complete reference architecture for enterprise-grade multi-agent systems. Every component has a defined role, security boundary, and integration point.
AI agents gain access to live enterprise data by connecting directly to CRM, ERP, knowledge bases, and service systems. Every integration operates through a defined security boundary, ensuring agents act on real business context without exposing sensitive data beyond authorized scope.
Specialized agents are orchestrated by a coordination layer that manages task routing, state, and handoffs. An AI Analyst processes inputs, an AI Architect plans execution, an AI Validator checks outputs, and an AI Executor acts — each with a clearly defined role and escalation path.
Every agent action passes through access control enforcement, audit logging, and human review workflows. The governance layer provides full visibility into AI behavior across the enterprise, enabling compliance reporting, anomaly detection, and intervention at any point in the pipeline.