AutomationFlowsAI & RAG › Creative Generator

Creative Generator

Creative Generator. Uses notion, agent, lmChatOpenAi, memoryBufferWindow. Webhook trigger; 9 nodes.

Webhook trigger★★★★☆ complexityAI-powered9 nodesNotionAgentOpenAI ChatMemory Buffer Window
AI & RAG Trigger: Webhook Nodes: 9 Complexity: ★★★★☆ AI nodes: yes Added:

This workflow follows the Agent → OpenAI Chat 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
{
  "name": "Creative Generator",
  "nodes": [
    {
      "parameters": {
        "path": "creative-gen",
        "options": {}
      },
      "id": "9e58b4a8-1ae2-44f5-a8c8-436b663f7944",
      "name": "Webhook",
      "type": "n8n-nodes-base.webhook",
      "typeVersion": 1,
      "position": [
        -208,
        112
      ]
    },
    {
      "parameters": {
        "resource": "user",
        "operation": "getAll"
      },
      "id": "7150fd97-16d0-4dbe-af05-7f8f798f87d1",
      "name": "Notion Brief",
      "type": "n8n-nodes-base.notion",
      "typeVersion": 2,
      "position": [
        0,
        0
      ],
      "credentials": {
        "notionApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "resource": "database",
        "operation": "getAll"
      },
      "id": "770be0cd-7880-4440-bbde-4d534ac6df7d",
      "name": "Notion History",
      "type": "n8n-nodes-base.notion",
      "typeVersion": 2,
      "position": [
        0,
        208
      ],
      "credentials": {
        "notionApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "functionCode": "return [{json:{prompt:`You are an ad copy generator. Create 3-5 new ad variants (headline + primary text) based on the brief: ${items[0].json.title}. Avoid repeating old variants.`}}];"
      },
      "id": "ccba4830-3c58-4de6-94c2-051c22f2a8d1",
      "name": "Function Prepare Prompt",
      "type": "n8n-nodes-base.function",
      "typeVersion": 1,
      "position": [
        208,
        112
      ]
    },
    {
      "parameters": {
        "functionCode": "// Very basic novelty filter (mock)\nreturn items.map((item,i)=>{\n  return {json:{variant:item.json.choices?.[0]?.text||`Variant ${i+1}`,rationale:\"Based on CTR performance, trying new angle\",similarity:Math.random()}};\n});"
      },
      "id": "8169b4a4-63af-4c22-b7a1-aa567d200fe2",
      "name": "Function Similarity Filter",
      "type": "n8n-nodes-base.function",
      "typeVersion": 1,
      "position": [
        656,
        112
      ]
    },
    {
      "parameters": {
        "resource": "database",
        "operation": "getAll"
      },
      "id": "88c28bf5-bb60-484c-8702-713abdf73d55",
      "name": "Notion Staged",
      "type": "n8n-nodes-base.notion",
      "typeVersion": 2,
      "position": [
        832,
        112
      ],
      "credentials": {
        "notionApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.agent",
      "typeVersion": 2.2,
      "position": [
        352,
        96
      ],
      "id": "c49c2669-e8c5-4e5c-ae38-e5d72a19f536",
      "name": "AI Agent"
    },
    {
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini"
        },
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "typeVersion": 1.2,
      "position": [
        256,
        288
      ],
      "id": "92b5b62a-07f6-4f43-9ca2-eea3b3b07b04",
      "name": "OpenAI Chat Model"
    },
    {
      "parameters": {},
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "typeVersion": 1.3,
      "position": [
        416,
        288
      ],
      "id": "97697f06-5168-49a5-9904-6cb6b2b70c92",
      "name": "Simple Memory"
    }
  ],
  "connections": {
    "Webhook": {
      "main": [
        [
          {
            "node": "Notion Brief",
            "type": "main",
            "index": 0
          },
          {
            "node": "Notion History",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Notion Brief": {
      "main": [
        [
          {
            "node": "Function Prepare Prompt",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Notion History": {
      "main": [
        [
          {
            "node": "Function Prepare Prompt",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Function Similarity Filter": {
      "main": [
        [
          {
            "node": "Notion Staged",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Function Prepare Prompt": {
      "main": [
        [
          {
            "node": "AI Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "AI Agent": {
      "main": [
        [
          {
            "node": "Function Similarity Filter",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "AI Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Simple Memory": {
      "ai_memory": [
        [
          {
            "node": "AI Agent",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    }
  },
  "active": false,
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "c397fd84-2dda-4419-8c9d-d68d58578851",
  "meta": {
    "templateCredsSetupCompleted": true
  },
  "id": "RxCej4PZrn2V7VMt",
  "tags": []
}

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About this workflow

Creative Generator. Uses notion, agent, lmChatOpenAi, memoryBufferWindow. Webhook trigger; 9 nodes.

Source: https://github.com/Paulinho19/ad-optimization-agent/blob/c4357bc957f05fd90c20e1c7506433e041b126fe/workflows/creative.json — original creator credit. Request a take-down →

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