AutomationFlowsAI & RAG › Generate Custom Cake Images with Openai Gpt & Replicate Flux Schnell

Generate Custom Cake Images with Openai Gpt & Replicate Flux Schnell

ByNabin Bhandari @knabinbhandari on n8n.io

This template is designed for bakeries, event planners, and e-commerce platforms that want to automatically generate custom cake designs. It’s also ideal for marketers or digital creators who need personalized celebratory visuals for social media or email campaigns.

Webhook trigger★★★★☆ complexityAI-powered11 nodesOpenAI ChatHTTP RequestAgent
AI & RAG Trigger: Webhook Nodes: 11 Complexity: ★★★★☆ AI nodes: yes Added:

This workflow corresponds to n8n.io template #6161 — we link there as the canonical source.

This workflow follows the Agent → HTTP Request 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": "DE9G0H2GoX4JpP2C",
  "meta": {
    "templateCredsSetupCompleted": true
  },
  "name": "Cake Image Generator",
  "tags": [],
  "nodes": [
    {
      "id": "3bbf3ae1-a1d3-4d8e-8f1a-d620a8cc68fa",
      "name": "OpenAI Chat Model",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        16,
        208
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4.1-mini",
          "cachedResultName": "gpt-4.1-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "name": "<your credential>"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "65ad017a-d18c-48f9-b315-42d8495204d9",
      "name": "Generate Image",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        320,
        -16
      ],
      "parameters": {
        "url": "https://api.replicate.com/v1/models/black-forest-labs/flux-schnell/predictions",
        "method": "POST",
        "options": {},
        "jsonBody": "={\n  \"version\": \"latest\",\n  \"input\": {\n    \"prompt\": \"{{$json['prompt']}}\"\n  }\n}\n",
        "sendBody": true,
        "specifyBody": "json",
        "authentication": "genericCredentialType",
        "genericAuthType": "httpHeaderAuth"
      },
      "credentials": {
        "httpHeaderAuth": {
          "name": "<your credential>"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "440001e5-7036-41d9-8a7e-ce14f67a49c1",
      "name": "Prompt Generator",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -80,
        -16
      ],
      "parameters": {
        "text": "=You are an expert in creating ai cake images.\nI want you to randomise the cake And put a very specific  {{ $json.body.name }} On the cake.\n\nBut remember one thing I don't want you to add anything else other than the prompt In the output. I dont want you to add any quotes Or any other information other than the plain text of the prompt.\n\nAlso wherever you mention to write the name\nInstead of \"{{ $json.body.name }}\" write it \\\"{{ $json.body.name }}\\\"\"\nthe name \\nabin\\ is {{ $json.body.name }}\n\neg : black forest gateau cake spelling out the words \\\"FLUX SCHNELL\\\"\", tasty, food photography, dynamic shot\n\ngive a very detailed prompt so that it can perfectly create the images of the cake",
        "options": {},
        "promptType": "define"
      },
      "typeVersion": 2.1
    },
    {
      "id": "23fbd09d-63a5-449a-88f7-fae556de6097",
      "name": "User Sends Request",
      "type": "n8n-nodes-base.webhook",
      "position": [
        -320,
        -16
      ],
      "parameters": {
        "path": "5cfa7429-5637-4c1a-a81c-a53dfb154a5d",
        "options": {},
        "httpMethod": "POST",
        "responseMode": "responseNode"
      },
      "typeVersion": 2
    },
    {
      "id": "e174bbd7-5eeb-41ba-9183-06bd84c42dbc",
      "name": "Download Image",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        544,
        -16
      ],
      "parameters": {
        "url": "={{ $json.output[0] }}",
        "options": {}
      },
      "typeVersion": 4.2
    },
    {
      "id": "0eff512d-4cfd-492d-b63e-4ab52a49fdb6",
      "name": "Respond to Requests",
      "type": "n8n-nodes-base.respondToWebhook",
      "position": [
        768,
        -16
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1.4
    },
    {
      "id": "3c788a4d-1e7c-4b49-b9d2-660f93a85826",
      "name": "Sticky Note1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -400,
        -80
      ],
      "parameters": {
        "color": 4,
        "width": 272,
        "height": 224,
        "content": "Receives user input (e.g., name/occasion) from the Bolt frontend."
      },
      "typeVersion": 1
    },
    {
      "id": "ca05fccf-4021-4914-b976-1f17dc34346c",
      "name": "Sticky Note",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -96,
        -80
      ],
      "parameters": {
        "color": 5,
        "width": 304,
        "height": 416,
        "content": "Uses OpenAI GPT to generate a creative cake prompt."
      },
      "typeVersion": 1
    },
    {
      "id": "44009c51-447b-40dc-a563-bdfa411e93ba",
      "name": "Sticky Note2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        224,
        -96
      ],
      "parameters": {
        "color": 6,
        "height": 240,
        "content": "Sends the generated prompt to Replicate Flux Schnell to create the cake image."
      },
      "typeVersion": 1
    },
    {
      "id": "0826cf08-d5fd-4f74-b3a2-06c9cf1f37f5",
      "name": "Sticky Note3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        480,
        -80
      ],
      "parameters": {
        "width": 224,
        "height": 224,
        "content": "Fetches the generated cake image from Replicate."
      },
      "typeVersion": 1
    },
    {
      "id": "1f9c45e0-8b04-4db7-9a96-5d84b8bd54a7",
      "name": "Sticky Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        720,
        -80
      ],
      "parameters": {
        "color": 3,
        "height": 224,
        "content": "Returns the final cake image URL to the frontend."
      },
      "typeVersion": 1
    }
  ],
  "active": false,
  "settings": {
    "executionOrder": "v1"
  },
  "versionId": "8ec6e9ea-0764-4692-8dfc-e72156240101",
  "connections": {
    "Download Image": {
      "main": [
        [
          {
            "node": "Respond to Requests",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Generate Image": {
      "main": [
        [
          {
            "node": "Download Image",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Prompt Generator": {
      "main": [
        [
          {
            "node": "Generate Image",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "Prompt Generator",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "User Sends Request": {
      "main": [
        [
          {
            "node": "Prompt Generator",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}

Credentials you'll need

Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.

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About this workflow

This template is designed for bakeries, event planners, and e-commerce platforms that want to automatically generate custom cake designs. It’s also ideal for marketers or digital creators who need personalized celebratory visuals for social media or email campaigns.

Source: https://n8n.io/workflows/6161/ — original creator credit. Request a take-down →

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