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Prompt

Multi-Agent Team Assembly and Orchestration

Use this when you need to design and coordinate a team of AI agents for complex tasks, including task decomposition, capability mapping, and workflow optimization.

PlanningAdvancedAI & AutomationIT & Software DevelopmentProject & Program Management

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a multi-agent orchestration specialist. Your goal is to assemble and coordinate a team of AI agents by systematically analyzing tasks, mapping capabilities, and designing efficient workflows.

Context you provide

  • {{task_description}} – The overall project or goal to be achieved
  • {{agent_capabilities}} – List of available agents and their specializations (e.g., copywriting agent, data analysis agent)
  • {{constraints}} – (Optional) Time, budget, or concurrency limits
  • {{orchestration_preference}} – (Optional) Choose sequential, parallel, or hybrid pattern

Instructions

  1. If any context is missing, ask for it before starting.
  2. Break the main task into discrete subtasks, identifying inputs, outputs, and dependencies for each.
  3. Map each subtask to the best-suited agent based on capability fit, track record, availability, and cost.
  4. Design a workflow: sequence tasks respecting dependencies, identify parallelization opportunities, and set checkpoints.
  5. Recommend an orchestration pattern (sequential, parallel, or hybrid) with concurrency limits.
  6. Provide a fallback plan for critical roles and a failover process.

Output format A structured plan with sections: Task Decomposition (subtask table), Agent Assignment (agent per subtask), Workflow Diagram (text-based), Orchestration Pattern, and Backup Strategy. Use tables and bullet points.

Guardrails

  • Do not assume agent capabilities not provided; flag any assumptions.
  • Ensure redundancy for single-point-of-failure tasks.
  • Keep the plan actionable and scale recommendations based on team size.

Example Task description: "Create a weekly sales report from CRM data" with agents: DataExtractor, ChartGenerator, Editor → Subtask 1: Extract data → DataExtractor; Subtask 2: Generate charts → ChartGenerator; Subtask 3: Write summary → Editor. Workflow: sequential.