Overview
How might we design agent orchestration so people can trust and act on AI output?
When this pattern fits
- Ideal for enterprise automation platforms, complex problem-solving systems, and workflows requiring multiple specialized AI agents to collaborate on tasks.
When to skip or lighten it
- Single-agent chat products where a graph UI invents fake complexity.
- Audiences who only need an answer, not an operations console.
- Runs so short that orchestration chrome finishes after the work is done.
States
State model coming soon
Key UX elements
Key UX elements coming soon
Anti-patterns to avoid
Pretty graphs with no live status, errors, or replay.
Agents that rewrite shared state without showing conflict or ownership.
Orchestration UIs that expose infra jargon (nodes, edges) without user jobs.
No human gate between agents that can spend, message, or delete.
How products use it
| Product | Implementation |
|---|---|
| LangGraph Studio-style UIs | Graph views of agent state machines with step inspection. |
| CrewAI / multi-agent dashboards | Role agents and task boards showing handoffs and outputs. |
| AutoGPT-style runners | Goal → task lists with sequential agent loops and logs. |
| Enterprise agent platforms | Swimlanes for planner, worker, and reviewer with approval nodes. |
Implementation
Copy this prompt to generate a production-ready implementation in Cursor, Claude Code, Lovable, or any AI coding agent.
Generate a production-ready implementation of the "Agent Orchestration" AI interface design pattern.
Pattern Definition:Frequently asked questions
What is agent orchestration UX?
Agent orchestration UX is the interface for coordinating multiple agents or tools, showing ownership, handoffs, status, and approval points so multi-agent work is inspectable and steerable.
Do all multi-agent products need a visual graph?
No. A clear step list or swimlane can be enough. Use a graph when branching, parallelism, or retries make a linear list misleading.
What must users see during an orchestrated run?
Which agent is active, what it is trying to do, what it changed, and how to pause, cancel, or approve the next high-impact step.
How does orchestration relate to tool use?
Tool use is one agent calling capabilities. Orchestration is how several agents (or tool-using stages) are scheduled, gated, and reconciled in one job.