AutomationFlowsAI & RAG › Multi-agent Cold Email Campaign Generator with O3 Director & Gpt-4.1 Specialists

Multi-agent Cold Email Campaign Generator with O3 Director & Gpt-4.1 Specialists

ByYaron Been @yaron-nofluff on n8n.io

This workflow simulates a virtual sales & marketing team where each AI agent has a role:

Chat trigger trigger★★★★☆ complexityAI-powered18 nodesChat TriggerAgentTool ThinkAgent ToolOpenAI Chat
AI & RAG Trigger: Chat trigger Nodes: 18 Complexity: ★★★★☆ AI nodes: yes Added:

This workflow corresponds to n8n.io template #6909 — we link there as the canonical source.

This workflow follows the Agent → Agenttool recipe pattern — see all workflows that pair these two integrations.

The workflow JSON

Copy or download the full n8n JSON below. Paste it into a new n8n workflow, add your credentials, activate. Full import guide →

Download .json
{
  "id": "fa0qOSmwqGTfL0Et",
  "name": "17. Multi-Agent Cold Email Campaign Generator with O3 Director & GPT-4.1 Specialists",
  "tags": [],
  "nodes": [
    {
      "id": "5096c0ba-c716-461f-a45e-d4d228139a3c",
      "name": "When chat message received",
      "type": "@n8n/n8n-nodes-langchain.chatTrigger",
      "position": [
        -1440,
        272
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1.1
    },
    {
      "id": "adb34270-490f-4fc4-8846-93603b220a98",
      "name": "Outreach Director Agent",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -1216,
        272
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 2.1
    },
    {
      "id": "c95b291d-d963-4dc6-be30-d9a6e382c887",
      "name": "Think",
      "type": "@n8n/n8n-nodes-langchain.toolThink",
      "position": [
        -1088,
        592
      ],
      "parameters": {},
      "typeVersion": 1.1
    },
    {
      "id": "d13acf5f-f019-4ce5-9e8c-28fdce740f93",
      "name": "Prospect Research Specialist",
      "type": "@n8n/n8n-nodes-langchain.agentTool",
      "position": [
        -816,
        992
      ],
      "parameters": {
        "text": "={{ $fromAI('Prompt__User_Message_', ``, 'string') }}",
        "options": {},
        "toolDescription": "call this AI Agent that specializes in prospect research, company analysis, pain point identification, and personalization insights"
      },
      "typeVersion": 2.2
    },
    {
      "id": "8f48ac93-e48e-4712-989d-cf6334c6c1c0",
      "name": "Cold Email Copywriter",
      "type": "@n8n/n8n-nodes-langchain.agentTool",
      "position": [
        144,
        384
      ],
      "parameters": {
        "text": "={{ $fromAI('Prompt__User_Message_', ``, 'string') }}",
        "options": {},
        "toolDescription": "call this AI Agent that specializes in persuasive email copy, subject lines, hooks, and conversion-focused messaging"
      },
      "typeVersion": 2.2
    },
    {
      "id": "315985e8-0188-4377-9af7-609e528643a9",
      "name": "Personalization Specialist",
      "type": "@n8n/n8n-nodes-langchain.agentTool",
      "position": [
        -416,
        784
      ],
      "parameters": {
        "text": "={{ $fromAI('Prompt__User_Message_', ``, 'string') }}",
        "options": {},
        "toolDescription": "call this AI Agent that specializes in email personalization, custom variables, dynamic content, and individual prospect customization"
      },
      "typeVersion": 2.2
    },
    {
      "id": "19f413d7-de16-4d71-9283-ac0518e1f57e",
      "name": "Email Sequence Strategist",
      "type": "@n8n/n8n-nodes-langchain.agentTool",
      "position": [
        96,
        1008
      ],
      "parameters": {
        "text": "={{ $fromAI('Prompt__User_Message_', ``, 'string') }}",
        "options": {},
        "toolDescription": "call this AI Agent that specializes in email sequence design, follow-up timing, nurture campaigns, and multi-touch outreach strategies"
      },
      "typeVersion": 2.2
    },
    {
      "id": "0c7f542b-24e1-4c0d-a679-fcb19839de4c",
      "name": "Email Deliverability Expert",
      "type": "@n8n/n8n-nodes-langchain.agentTool",
      "position": [
        -320,
        64
      ],
      "parameters": {
        "text": "={{ $fromAI('Prompt__User_Message_', ``, 'string') }}",
        "options": {},
        "toolDescription": "call this AI Agent that specializes in email deliverability, spam avoidance, domain reputation, and inbox placement optimization"
      },
      "typeVersion": 2.2
    },
    {
      "id": "03d72383-bc69-494e-b291-e19ba0d84496",
      "name": "Outreach Analytics Specialist",
      "type": "@n8n/n8n-nodes-langchain.agentTool",
      "position": [
        80,
        -176
      ],
      "parameters": {
        "text": "={{ $fromAI('Prompt__User_Message_', ``, 'string') }}",
        "options": {},
        "toolDescription": "call this AI Agent that specializes in email performance tracking, A/B testing, response rate optimization, and campaign analytics"
      },
      "typeVersion": 2.2
    },
    {
      "id": "59ddff05-5070-4b26-a5e2-71a79fa03aa8",
      "name": "OpenAI Chat Model Director",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -1248,
        592
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "o3",
          "cachedResultName": "o3"
        },
        "options": {}
      },
      "typeVersion": 1.2
    },
    {
      "id": "14b92152-6aac-4c98-8047-b52ddb6faa4a",
      "name": "OpenAI Chat Model1",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -784,
        1456
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "typeVersion": 1.2
    },
    {
      "id": "4dc582ea-e222-4a16-8ef2-1fbf11c5d4d4",
      "name": "OpenAI Chat Model2",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        112,
        592
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "typeVersion": 1.2
    },
    {
      "id": "ca85b12e-870d-4dc4-9977-20cf4abffa14",
      "name": "OpenAI Chat Model3",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -432,
        1024
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "typeVersion": 1.2
    },
    {
      "id": "1726cf98-9acd-4e22-b291-b70d883a612b",
      "name": "OpenAI Chat Model4",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        96,
        1248
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "typeVersion": 1.2
    },
    {
      "id": "8ff438e3-c966-41c1-96fa-46966e4eefc1",
      "name": "OpenAI Chat Model5",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -352,
        320
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "typeVersion": 1.2
    },
    {
      "id": "8e2967d2-309a-495f-a21f-25391a3a875a",
      "name": "OpenAI Chat Model6",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        112,
        144
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "typeVersion": 1.2
    },
    {
      "id": "11e672cf-9821-4d8f-b525-8c402dfe8675",
      "name": "Sticky Note9",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -3376,
        -224
      ],
      "parameters": {
        "color": 4,
        "width": 1300,
        "height": 320,
        "content": "=======================================\n            WORKFLOW ASSISTANCE\n=======================================\nFor any questions or support, please contact:\n    Yaron@nofluff.online\n\nExplore more tips and tutorials here:\n   - YouTube: https://www.youtube.com/@YaronBeen/videos\n   - LinkedIn: https://www.linkedin.com/in/yaronbeen/\n=======================================\n"
      },
      "typeVersion": 1
    },
    {
      "id": "cfb581bb-9e08-4385-8679-93fbc30b1a6b",
      "name": "Sticky Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -3376,
        112
      ],
      "parameters": {
        "color": 4,
        "width": 1289,
        "height": 2110,
        "content": "# Multi-Agent Cold Email Campaign Generator with O3 Director & GPT-4.1 Specialists\n\n### \ud83c\udf0d Overview\n\nThis workflow simulates a **virtual sales & marketing team** where each AI agent has a role:\n\n* A **Director Agent (O3)** who manages strategy.\n* Multiple **Specialist Agents (GPT-4.1-mini)** for research, writing, personalization, deliverability, sequencing, and analytics.\n* Everything is triggered automatically when a new **chat message request** comes in.\n\n---\n\n## \ud83d\udfe2 Section 1: Entry & Director\n\n\ud83d\udd17 **Nodes**:\n1\ufe0f\u20e3 **When chat message received (Trigger)**\n\ud83d\udcac Starts the workflow when a new request arrives (e.g., *\u201cCreate a cold email campaign for SaaS CTOs\u201d*).\n\n2\ufe0f\u20e3 **Outreach Director Agent (O3 model)**\n\ud83c\udfaf The \u201cmanager\u201d agent. Decides what kind of campaign is needed and assigns tasks.\n\n3\ufe0f\u20e3 **Think (Planning Node)**\n\ud83e\udde0 Helps the Director structure thoughts before delegating.\n\n\ud83d\udca1 **Why useful?**\n\n* Director uses **O3 (strong reasoning model)** only where strategy is needed \u2192 reduces cost.\n* Provides a *single point of control* to coordinate all other agents.\n\n---\n\n## \ud83d\udd35 Section 2: Specialist Agents\n\nEach is powered by **GPT-4.1-mini** (cheaper + faster).\n\n* \ud83d\udd0d **Prospect Research Specialist** \u2192 researches target companies, roles, pain points.\n* \u270d\ufe0f **Cold Email Copywriter** \u2192 drafts subject lines, hooks, and persuasive body copy.\n* \ud83c\udfaf **Personalization Specialist** \u2192 inserts custom variables for each recipient.\n* \ud83d\udcc5 **Email Sequence Strategist** \u2192 designs follow-ups, timing, nurture flows.\n* \ud83d\udcec **Email Deliverability Expert** \u2192 ensures emails land in inbox, not spam.\n* \ud83d\udcca **Outreach Analytics Specialist** \u2192 tracks performance, runs A/B tests, optimizes campaigns.\n\n\ud83d\udca1 **Why useful?**\n\n* Each agent is a specialist \u2192 just like a real marketing team.\n* **Parallel execution** in n8n means faster results.\n* Modular \u2192 you can remove or add more specialists.\n\n---\n\n## \ud83d\udfe3 Section 3: Execution Flow\n\n1. Request comes in via **chat trigger**\n2. Director (O3) interprets and delegates \u2192 calls specialists as tools\n3. Specialists generate their pieces (research \u2192 copy \u2192 personalization \u2192 sequence \u2192 deliverability \u2192 analytics)\n4. Director integrates results into a **cohesive cold email campaign**\n\n---\n\n## \ud83d\udfe1 Section 4: Documentation & Notes\n\nThere are two **Sticky Notes** inside the workflow:\n\n* **Header Note** \u2192 Support info + tutorials (YouTube & LinkedIn by Yaron Been)\n* **Main Note** \u2192 Full documentation (overview, use cases, cost optimization, tags)\n\n---\n\n## \ud83d\udcca Final Overview\n\n| Section        | What Happens             | Why It\u2019s Useful             |\n| -------------- | ------------------------ | --------------------------- |\n| \ud83d\udfe2 Director    | Trigger + O3 strategy    | Ensures smart coordination  |\n| \ud83d\udd35 Specialists | GPT-4.1-mini agents      | Faster, cheaper execution   |\n| \ud83d\udfe3 Flow        | Delegation + Integration | Automated campaign building |\n| \ud83d\udfe1 Docs        | Sticky Notes             | In-workflow guide for users |\n\n---\n\n## \ud83d\ude80 Benefits\n\n* \u2705 **AI-powered cold email team** without hiring humans\n* \u2705 **Cost-optimized** (O3 only for strategy, GPT-4.1-mini for tasks \u2192 \\~90% cheaper)\n* \u2705 **End-to-end coverage** (research \u2192 writing \u2192 personalization \u2192 sequencing \u2192 analytics)\n* \u2705 **Scalable**: can run multiple campaigns in parallel\n* \u2705 **Customizable**: swap models, add tools, or expand team\n\n---\n\n"
      },
      "typeVersion": 1
    }
  ],
  "active": false,
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "2428ec80-3bec-488b-9be3-deab8f6f1a76",
  "connections": {
    "Think": {
      "ai_tool": [
        [
          {
            "node": "Outreach Director Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model1": {
      "ai_languageModel": [
        [
          {
            "node": "Prospect Research Specialist",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model2": {
      "ai_languageModel": [
        [
          {
            "node": "Cold Email Copywriter",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model3": {
      "ai_languageModel": [
        [
          {
            "node": "Personalization Specialist",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model4": {
      "ai_languageModel": [
        [
          {
            "node": "Email Sequence Strategist",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model5": {
      "ai_languageModel": [
        [
          {
            "node": "Email Deliverability Expert",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model6": {
      "ai_languageModel": [
        [
          {
            "node": "Outreach Analytics Specialist",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Cold Email Copywriter": {
      "ai_tool": [
        [
          {
            "node": "Outreach Director Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Email Sequence Strategist": {
      "ai_tool": [
        [
          {
            "node": "Outreach Director Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model Director": {
      "ai_languageModel": [
        [
          {
            "node": "Outreach Director Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Personalization Specialist": {
      "ai_tool": [
        [
          {
            "node": "Outreach Director Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "When chat message received": {
      "main": [
        [
          {
            "node": "Outreach Director Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Email Deliverability Expert": {
      "ai_tool": [
        [
          {
            "node": "Outreach Director Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Prospect Research Specialist": {
      "ai_tool": [
        [
          {
            "node": "Outreach Director Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Outreach Analytics Specialist": {
      "ai_tool": [
        [
          {
            "node": "Outreach Director Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    }
  }
}
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About this workflow

This workflow simulates a virtual sales & marketing team where each AI agent has a role:

Source: https://n8n.io/workflows/6909/ — original creator credit. Request a take-down →

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