Complex workflows need specialized agents — one for research, one for drafting, one for validation. Orchestration layers coordinate them like a well-run team.
Why One Agent Is Not Enough
Monolithic agents lose context, hallucinate on long tasks, and fail silently. Specialized agents with clear roles perform better on enterprise workflows.
Orchestration Patterns
Supervisor agents, parallel workers, and human-in-the-loop checkpoints are patterns we use daily. The architecture depends on your compliance and latency requirements.
Real-World Use Cases
Invoice processing, RFP responses, onboarding workflows, and internal knowledge search all benefit from multi-agent design. Start with one workflow, prove ROI, then expand.