{"schemaVersion":"1.0","source":"The Workflow Finder","sourceUrl":"https://www.theworkflowfinder.com","license":"Free to use with attribution and a link to the cited page","generated":"2026-08-28","workflow":{"title":"Run a Multi-Agent System Like an Enterprise AI Engineering Team","slug":"run-a-multi-agent-system-like-an-enterprise-ai-engineering-team","url":"https://www.theworkflowfinder.com/workflows/run-a-multi-agent-system-like-an-enterprise-ai-engineering-team","description":"Get a coordinated multi-agent system running on a real task in about a day.","difficulty":"Advanced","timeEstimate":"1 day, one-time setup","schemaDuration":"P1D","expectedResult":"A working crew of specialized AI agents handling hand-offs on a real task, with performance monitored continuously.","tags":["Developer Tools","AI Agents","Automation"]},"steps":[{"position":1,"title":"Define the Role and Task Each Agent Should Own","instructions":"Break your workflow into distinct roles, like researcher, writer, and reviewer, so each agent has a clear, narrow job.","input":"Workflow inputs: the topic, goal, or raw materials the user is starting from.","output":"Handoff artifact consumed by Step 2 (\"Build the Agent Crew\").","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[]},{"position":2,"title":"Build the Agent Crew","instructions":"Use CrewAI to configure and connect the individual agents you defined into a working crew.","input":"Output of Step 1 (\"Define the Role and Task Each Agent Should Own\").","output":"Handoff artifact consumed by Step 3 (\"Orchestrate Hand-Offs\").","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[{"slug":"crewai","name":"CrewAI","url":"https://www.theworkflowfinder.com/tools/crewai","category":"Developer Tools","pricing":"free","capabilities":["Multi-step agent orchestration","Autonomous task execution"]}]},{"position":3,"title":"Orchestrate Hand-Offs","instructions":"Use LangGraph to manage the flow of information and hand-offs between agents as a task moves through the pipeline.","input":"Output of Step 2 (\"Build the Agent Crew\").","output":"Handoff artifact consumed by Step 4 (\"Monitor and Iterate on Performance\").","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[{"slug":"langgraph","name":"LangGraph","url":"https://www.theworkflowfinder.com/tools/langgraph","category":"Agents","pricing":"free","capabilities":["Multi-step agent orchestration","API integration"]}]},{"position":4,"title":"Monitor and Iterate on Performance","instructions":"Track the crew's performance in LangSmith and adjust individual agent instructions as you spot weak points.","input":"Output of Step 3 (\"Orchestrate Hand-Offs\").","output":"Final workflow output: A working crew of specialized AI agents handling hand-offs on a real task, with performance monitored continuously.","ioProvenance":{"input":"structural","output":"structural"},"toolSlots":[{"slug":"langsmith","name":"LangSmith","url":"https://www.theworkflowfinder.com/tools/langsmith","category":"Developer Tools","pricing":"freemium","capabilities":["API integration"]}]}]}