AI Agent Orchestration
The coordination layer that manages how multiple AI agents work together on complex, multi-step processes. Orchestration handles task routing, sequencing, state management, and error recovery — the infrastructure that turns individual agents into a coherent operational system.
What is AI Agent Orchestration?
AI agent orchestration is the system that manages and coordinates multiple AI agents working together. A single AI agent handles a defined task. Orchestration is what happens when a process requires multiple agents — each with different capabilities and access to different tools — to work in sequence or in parallel toward a shared outcome.
Without orchestration, agents are isolated tools. With it, they become a pipeline: an orchestrator receives a goal, breaks it into subtasks, assigns those subtasks to the right agents, passes state between them, and handles failures when an individual agent cannot complete its step.
How Orchestration Works
An orchestration layer typically manages three things:
Task routing: Deciding which agent should handle which step based on the task type and the agents available
State management: Passing the right context from one agent to the next — what was found, what decisions were made, what still needs doing
Error handling and escalation: Detecting when an agent fails, retrying where appropriate, and routing to a human when the failure cannot be resolved autonomously
Orchestration can be centralised (a single orchestrator agent coordinates all others) or decentralised (agents hand off directly to each other based on agreed protocols). Centralised is simpler to audit; decentralised scales better for high-volume parallel processing.
AI Agent Orchestration in Operations
Consider an order fulfilment exception: a customer order cannot be fully fulfilled because one SKU is out of stock. Handling this completely requires checking inventory, validating alternatives, checking customer contract terms, drafting a substitution proposal, routing for approval if the value exceeds a threshold, and updating the order management system.
No single agent does all of this. An orchestration layer routes the inventory check to a stock agent, the contract review to a rules agent, the draft communication to a language agent, and the approval routing to a workflow agent. Each agent gets exactly the context it needs. The orchestrator tracks progress, handles failures at any step, and delivers a resolved outcome — or a clear escalation — to the operations team.