Crear un asistente de soporte al cliente automatizado con GPT-4o y GoHighLevel SMS

• •Punto final de HTTP Webhook (n8n generará automáticamente)
• •Pueden requerirse credenciales de autenticación para la API de destino
• •Clave de API de OpenAI
• •Información de conexión del servidor Redis

{
  "meta": {
    "instanceId": "4e6be3a68285934388a854ac0ffdc5e5500688d5cdb88d0ec2d734e85f097355"
  },
  "nodes": [
    {
      "id": "11fb91ab-7dc6-4cc9-ad1d-d6f10b8b94cc",
      "name": "HTML",
      "type": "n8n-nodes-base.html",
      "position": [
        -2120,
        -40
      ],
      "parameters": {
        "options": {},
        "operation": "extractHtmlContent",
        "dataPropertyName": "body",
        "extractionValues": {
          "values": [
            {
              "key": "raw_text",
              "cssSelector": "body"
            },
            {
              "key": "links",
              "attribute": "href",
              "cssSelector": "a",
              "returnArray": true,
              "returnValue": "attribute"
            }
          ]
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "3f207160-f88c-499a-b7a6-2d46fca4ca08",
      "name": "Simple Almacén de vectores",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreInMemory",
      "position": [
        -640,
        -640
      ],
      "parameters": {
        "mode": "insert",
        "memoryKey": "vector_db",
        "clearStore": true
      },
      "typeVersion": 1
    },
    {
      "id": "1e9f2063-8d90-4550-854a-b4b44d030440",
      "name": "Incrustaciones OpenAI",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        -600,
        -420
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "3wONK02jjm23nMHf",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "30f62b01-9ca9-4ba2-beb5-3475ddb7f728",
      "name": "Default Data Loader",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        -480,
        -420
      ],
      "parameters": {
        "options": {},
        "jsonData": "={{ $json.raw_text }}",
        "jsonMode": "expressionData"
      },
      "typeVersion": 1
    },
    {
      "id": "fa91d999-2caf-47e5-8bb3-1d25ea7cabe5",
      "name": "Recursive Character Text Splitter",
      "type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
      "position": [
        -440,
        -300
      ],
      "parameters": {
        "options": {},
        "chunkSize": 300
      },
      "typeVersion": 1
    },
    {
      "id": "392f3e86-e3df-418d-824d-d34e42194609",
      "name": "Agente IA",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        -2080,
        1200
      ],
      "parameters": {
        "text": "={{ $('Webhook from GHL - SMS Reply Trigger').item.body.body }}",
        "options": {
          "systemMessage": "=You are a helpful chatbot for {{ $json.website_url }}. Your goal is to assist website visitors by answering their questions based on the information available on the website.\n\nKnowledgebase: \n\nAlways run the 'website_knowledgebase' tool when the user inquires anything about the company."
        },
        "promptType": "define"
      },
      "typeVersion": 1.8
    },
    {
      "id": "6bf869cc-f9b0-411a-abe9-f47798785128",
      "name": "Modelo de chat OpenAI",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -2140,
        1420
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4o",
          "cachedResultName": "gpt-4o"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "3wONK02jjm23nMHf",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "cf57c3ed-735b-4406-9ea1-933e29ff1e76",
      "name": "Simple Almacén de vectores1",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreInMemory",
      "position": [
        -1900,
        1420
      ],
      "parameters": {
        "mode": "retrieve-as-tool",
        "toolName": "vector_db",
        "memoryKey": "english_center_nl",
        "toolDescription": "Call this tool to get information about the company and it’s products."
      },
      "typeVersion": 1
    },
    {
      "id": "e66e902d-015e-4ac7-83c3-0440fd8c2976",
      "name": "Incrustaciones OpenAI1",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        -1780,
        1580
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "3wONK02jjm23nMHf",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "ba793e78-c740-43f9-8e12-089897f2b38e",
      "name": "Split Out",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        -1580,
        500
      ],
      "parameters": {
        "options": {
          "destinationFieldName": "link"
        },
        "fieldToSplitOut": "links"
      },
      "typeVersion": 1
    },
    {
      "id": "0446402d-cfd3-4e14-a40c-55432c39afdf",
      "name": "Filtrar",
      "type": "n8n-nodes-base.filter",
      "position": [
        -1400,
        500
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "or",
          "conditions": [
            {
              "id": "af7bf238-6414-4479-a322-4f0283efa628",
              "operator": {
                "type": "string",
                "operation": "startsWith"
              },
              "leftValue": "={{ $json.link }}",
              "rightValue": "/"
            },
            {
              "id": "34cae489-cb26-4162-b487-ce915f83367f",
              "operator": {
                "type": "string",
                "operation": "startsWith"
              },
              "leftValue": "={{ $json.link }}",
              "rightValue": "={{ $('Set Website URL').item.json.website_url }}"
            }
          ]
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "6edec18d-b589-4394-93e5-48b42b90bb17",
      "name": "HTML1",
      "type": "n8n-nodes-base.html",
      "position": [
        360,
        560
      ],
      "parameters": {
        "options": {},
        "operation": "extractHtmlContent",
        "extractionValues": {
          "values": [
            {
              "key": "raw_text",
              "cssSelector": "body"
            }
          ]
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "5f777051-9643-4656-9030-c78efcf2d07a",
      "name": "Redis Chat Memoria",
      "type": "@n8n/n8n-nodes-langchain.memoryRedisChat",
      "position": [
        -2020,
        1420
      ],
      "parameters": {
        "sessionKey": "={{ $item(\"0\").$node[\"Webhook from GHL - SMS Reply Trigger\"].json[\"body\"][\"contactId\"] }}",
        "sessionIdType": "customKey",
        "contextWindowLength": 2
      },
      "typeVersion": 1.4
    },
    {
      "id": "ba32dc25-b25a-4694-9b38-85b2d51968cc",
      "name": "Disparador programado",
      "type": "n8n-nodes-base.scheduleTrigger",
      "position": [
        -3200,
        -40
      ],
      "parameters": {
        "rule": {
          "interval": [
            {
              "daysInterval": 4,
              "triggerAtHour": "={{ 12 }}"
            }
          ]
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "e96c0daf-52c6-42f2-94b9-96794b0e29da",
      "name": "BrightData",
      "type": "n8n-nodes-brightdata.brightData",
      "position": [
        -2320,
        -40
      ],
      "parameters": {
        "url": "={{ $json.website_url }}",
        "zone": {
          "__rl": true,
          "mode": "list",
          "value": "web_unlocker1"
        },
        "format": "json",
        "country": {
          "__rl": true,
          "mode": "list",
          "value": "us"
        },
        "requestOptions": {}
      },
      "credentials": {
        "brightdataApi": {
          "id": "DQaiy0yJ0lNutzIl",
          "name": "BrightData account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "a0ae9df5-d272-4e63-a7ff-a829b3273672",
      "name": "Establecer Website URL",
      "type": "n8n-nodes-base.set",
      "position": [
        -2760,
        -40
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "74c8c4d8-5676-4de7-bd75-954d518eab67",
              "name": "website_url",
              "type": "string",
              "value": "https://yourwebsite.com"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "702aa89b-97ba-48df-a1af-4e6757ac120a",
      "name": "BrightData1",
      "type": "n8n-nodes-brightdata.brightData",
      "position": [
        180,
        560
      ],
      "parameters": {
        "url": "={{ $json.link }}",
        "zone": {
          "__rl": true,
          "mode": "list",
          "value": "web_unlocker1"
        },
        "format": "json",
        "country": {
          "__rl": true,
          "mode": "list",
          "value": "us"
        },
        "requestOptions": {}
      },
      "credentials": {
        "brightdataApi": {
          "id": "DQaiy0yJ0lNutzIl",
          "name": "BrightData account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "20e30736-6407-4a80-a773-7a82ed85ccbe",
      "name": "Send SMS via GHL",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        -1640,
        1200
      ],
      "parameters": {
        "url": "https://services.leadconnectorhq.com/conversations/messages",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "sendHeaders": true,
        "authentication": "predefinedCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "type",
              "value": "SMS"
            },
            {
              "name": "contactId",
              "value": "={{ $('Webhook from GHL - SMS Reply Trigger').item.json.body.contactId }}"
            },
            {
              "name": "message",
              "value": "={{ $json.output }}"
            },
            {
              "name": "toNumber",
              "value": "={{ $('Look Up GHL Contact by ID').item.json.phone }}"
            }
          ]
        },
        "headerParameters": {
          "parameters": [
            {
              "name": "Accept",
              "value": "application/json"
            },
            {
              "name": "Version",
              "value": "2021-04-15"
            }
          ]
        },
        "nodeCredentialType": "highLevelOAuth2Api"
      },
      "credentials": {
        "highLevelOAuth2Api": {
          "id": "8K28KN5X0kOOaAU9",
          "name": "HighLevel account"
        }
      },
      "retryOnFail": true,
      "typeVersion": 4.2
    },
    {
      "id": "c45c8576-2ad5-494b-9f02-f8fcd70890b7",
      "name": "Disparador Webhook from GHL - SMS Reply Trigger",
      "type": "n8n-nodes-base.webhook",
      "position": [
        -2960,
        1220
      ],
      "webhookId": "54259c33-52c0-4a19-97fe-3414a153f4d6",
      "parameters": {
        "path": "54259c33-52c0-4a19-97fe-3414a153f4d6",
        "options": {},
        "httpMethod": [
          "POST"
        ],
        "multipleMethods": true
      },
      "typeVersion": 2
    },
    {
      "id": "b635091f-ec49-43f0-9630-33dff88d5ecf",
      "name": "Esperar",
      "type": "n8n-nodes-base.wait",
      "position": [
        860,
        780
      ],
      "webhookId": "1d1ea2c2-c407-4ab9-be52-5987c7426def",
      "parameters": {},
      "typeVersion": 1.1
    },
    {
      "id": "c5038c4d-6527-48f3-bdf0-afc64affc7aa",
      "name": "Simple Almacén de vectores2",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreInMemory",
      "position": [
        540,
        560
      ],
      "parameters": {
        "mode": "insert",
        "memoryKey": "vector_db",
        "clearStore": true
      },
      "typeVersion": 1
    },
    {
      "id": "70926e4b-6f62-4f8f-9460-1a506270ce86",
      "name": "Establecer Website URL1",
      "type": "n8n-nodes-base.set",
      "position": [
        -2280,
        1200
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "74c8c4d8-5676-4de7-bd75-954d518eab67",
              "name": "website_url",
              "type": "string",
              "value": "https://yourwebsite.com"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "f3e71cf8-06ec-4ae9-8678-5c9d23d8e13d",
      "name": "Look Up GHL Contact by ID",
      "type": "n8n-nodes-base.highLevel",
      "position": [
        -2560,
        1200
      ],
      "parameters": {
        "contactId": "={{ $json.body.contactId }}",
        "operation": "get",
        "requestOptions": {}
      },
      "credentials": {
        "highLevelOAuth2Api": {
          "id": "8K28KN5X0kOOaAU9",
          "name": "HighLevel account"
        }
      },
      "typeVersion": 2
    },
    {
      "id": "f8db6542-0032-45f1-8e86-981e95ab1c83",
      "name": "Direct API access via HTTP",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        -2320,
        160
      ],
      "parameters": {
        "url": "https://api.brightdata.com/request",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "sendHeaders": true,
        "authentication": "genericCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "zone",
              "value": "web_unlocker1"
            },
            {
              "name": "url",
              "value": "={{ $json.website_url }}"
            },
            {
              "name": "format",
              "value": "json"
            },
            {
              "name": "method",
              "value": "api"
            },
            {
              "name": "product",
              "value": "unlocker"
            }
          ]
        },
        "genericAuthType": "httpBearerAuth",
        "headerParameters": {
          "parameters": [
            {}
          ]
        }
      },
      "credentials": {
        "httpBearerAuth": {
          "id": "MR4HBU5dH9phpxNO",
          "name": "Bright Data API Key"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "3fa901bf-f2cf-4b69-89c5-55715940f062",
      "name": "Direct API access via HTTP1",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        180,
        760
      ],
      "parameters": {
        "url": "https://api.brightdata.com/request",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "sendHeaders": true,
        "authentication": "genericCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "zone",
              "value": "web_unlocker1"
            },
            {
              "name": "url",
              "value": "={{ $json.website_url }}"
            },
            {
              "name": "format",
              "value": "json"
            },
            {
              "name": "method",
              "value": "api"
            },
            {
              "name": "product",
              "value": "unlocker"
            }
          ]
        },
        "genericAuthType": "httpBearerAuth",
        "headerParameters": {
          "parameters": [
            {}
          ]
        }
      },
      "credentials": {
        "httpBearerAuth": {
          "id": "MR4HBU5dH9phpxNO",
          "name": "Bright Data API Key"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "4af4ebd0-3d39-4e12-a063-2ce74731f769",
      "name": "If",
      "type": "n8n-nodes-base.if",
      "position": [
        -2780,
        1220
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "strict"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "09156710-3e82-42ed-a7a2-045711f92017",
              "operator": {
                "name": "filter.operator.equals",
                "type": "string",
                "operation": "equals"
              },
              "leftValue": "={{ $json.body.type }}",
              "rightValue": "InboundMessage"
            }
          ]
        }
      },
      "typeVersion": 2.2
    },
    {
      "id": "6ad6a06c-2512-40cc-9be6-00b5c873ac6a",
      "name": "Nota adhesiva",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -3020,
        1040
      ],
      "parameters": {
        "color": 5,
        "width": 640,
        "height": 400,
        "content": "## Webhook from GoHighlevel \n\nSet the webhook events from your GoHighLevel Marketplace app, copy the webhook the node, then paste it in app's setting in the GHL app. To learn more about setting up GHL Marketplace app, please refer to this Loom video: https://www.loom.com/share/f32384758de74a4dbb647e0b7962c4ea"
      },
      "typeVersion": 1
    },
    {
      "id": "19685364-38c7-4a43-bdeb-4bf6283d4e42",
      "name": "Nota adhesiva1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -2420,
        -180
      ],
      "parameters": {
        "width": 500,
        "height": 540,
        "content": "## Scrape the home page\n\nIf you are using N8N cloud version, you may replace Bright Data node with the HTTP request node and rewire it."
      },
      "typeVersion": 1
    },
    {
      "id": "10d3250e-39e4-4a48-a206-3473f23036f2",
      "name": "Get XML file",
      "type": "n8n-nodes-base.xml",
      "position": [
        -1420,
        80
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1
    },
    {
      "id": "84246cd0-53e5-40aa-9b1d-98c35971258a",
      "name": "Split out links",
      "type": "n8n-nodes-base.splitOut",
      "position": [
        -1280,
        80
      ],
      "parameters": {
        "options": {},
        "fieldToSplitOut": "urlset.url"
      },
      "typeVersion": 1
    },
    {
      "id": "818840f8-2c73-4fb4-86b3-3288c0b5cb70",
      "name": "Nota adhesiva2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -2880,
        -180
      ],
      "parameters": {
        "width": 380,
        "height": 540,
        "content": "## Set the website URL"
      },
      "typeVersion": 1
    },
    {
      "id": "e0df1684-9775-4283-8736-0d6f7eac6c6f",
      "name": "Nota adhesiva3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -740,
        -780
      ],
      "parameters": {
        "width": 600,
        "height": 660,
        "content": "## Store into a vector database\n\nWarning: This will only save into N8N's memory and it will not be a good in production use. Please consider moving the a dedicated vector database such as Pinecone, Supabase, etc."
      },
      "typeVersion": 1
    },
    {
      "id": "95354954-9d89-4ac9-8a4b-0c75c108e1ba",
      "name": "Nota adhesiva4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1660,
        -40
      ],
      "parameters": {
        "width": 760,
        "height": 320,
        "content": "## Get the website's sitemap\n\nSitemap may not work on all of the website. The alternative is to scrape all the links in a website as shown below. If the sitemap is not working, it will go empty as an error output."
      },
      "typeVersion": 1
    },
    {
      "id": "ded3c52e-a153-4746-b06c-941bdaee33d3",
      "name": "Nota adhesiva5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1660,
        340
      ],
      "parameters": {
        "width": 600,
        "height": 400,
        "content": "## Extract Links from the homepage\n\nIf the sitemap above is not working, please loop this step for the sub pages\n\n"
      },
      "typeVersion": 1
    },
    {
      "id": "64c8af28-45c8-4143-9fe0-c5a8f4a6e41e",
      "name": "Fusionar",
      "type": "n8n-nodes-base.merge",
      "position": [
        -640,
        300
      ],
      "parameters": {},
      "typeVersion": 3.1
    },
    {
      "id": "1d2e604b-cfff-4773-a264-c68e1af058e6",
      "name": "Eliminar duplicados1",
      "type": "n8n-nodes-base.removeDuplicates",
      "position": [
        -440,
        300
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 2
    },
    {
      "id": "ff96e735-6779-466c-9ba0-baa7e12ec16c",
      "name": "Recorrer elementos",
      "type": "n8n-nodes-base.splitInBatches",
      "position": [
        -20,
        540
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 3
    },
    {
      "id": "dd90fd8d-b1e3-4659-950e-30d0f7be91e0",
      "name": "Edit Links",
      "type": "n8n-nodes-base.set",
      "position": [
        -1240,
        500
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "43dbcf0b-b873-48c9-8996-4ad300353318",
              "name": "link",
              "type": "string",
              "value": "={{ $json.link.startsWith(\"/\") ? $('Set Website URL').item.json.website_url + $json.link : $json.link }}"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "90c8f4bb-a394-466e-97c6-8f7edec738c4",
      "name": "Edit Links1",
      "type": "n8n-nodes-base.set",
      "position": [
        -1100,
        80
      ],
      "parameters": {
        "options": {},
        "assignments": {
          "assignments": [
            {
              "id": "70864ce3-16eb-48b9-90bf-3168df643ae3",
              "name": "link",
              "type": "string",
              "value": "={{ $json.loc }}"
            }
          ]
        }
      },
      "typeVersion": 3.4
    },
    {
      "id": "d0c09704-e158-421e-a463-6e12160371b6",
      "name": "Nota adhesiva6",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -740,
        160
      ],
      "parameters": {
        "width": 580,
        "height": 340,
        "content": "## Merge the links from the sitemap and the extracted links from the webpage\nIf the sitemap is not working, remove the merge node or set the node's input into 1.\n"
      },
      "typeVersion": 1
    },
    {
      "id": "fd4a351a-6bfa-4a94-9d3f-7ef2a6cbc3f0",
      "name": "Nota adhesiva7",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -120,
        420
      ],
      "parameters": {
        "width": 1200,
        "height": 620,
        "content": "## Scrape each links by batch"
      },
      "typeVersion": 1
    },
    {
      "id": "4c850725-4d09-4a21-bd45-777f4d091a3b",
      "name": "Nota adhesiva8",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -2340,
        1040
      ],
      "parameters": {
        "color": 5,
        "width": 900,
        "height": 700,
        "content": "## AI Agent then send the output via SMS in GHL"
      },
      "typeVersion": 1
    },
    {
      "id": "6a622f9d-e4cf-45af-b125-750fc74a6707",
      "name": "Get sitemap",
      "type": "n8n-nodes-base.httpRequest",
      "onError": "continueErrorOutput",
      "position": [
        -1600,
        140
      ],
      "parameters": {
        "url": "={{ $('Set Website URL').item.json.website_url }}/post-sitemap.xml",
        "options": {}
      },
      "typeVersion": 4.2
    }
  ],
  "pinData": {},
  "connections": {
    "4af4ebd0-3d39-4e12-a063-2ce74731f769": {
      "main": [
        [
          {
            "node": "f3e71cf8-06ec-4ae9-8678-5c9d23d8e13d",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "11fb91ab-7dc6-4cc9-ad1d-d6f10b8b94cc": {
      "main": [
        [
          {
            "node": "Simple Vector Store",
            "type": "main",
            "index": 0
          },
          {
            "node": "6a622f9d-e4cf-45af-b125-750fc74a6707",
            "type": "main",
            "index": 0
          },
          {
            "node": "ba793e78-c740-43f9-8e12-089897f2b38e",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Wait": {
      "main": [
        [
          {
            "node": "Loop Over Items",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "6edec18d-b589-4394-93e5-48b42b90bb17": {
      "main": [
        [
          {
            "node": "Simple Vector Store2",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Merge": {
      "main": [
        [
          {
            "node": "Remove Duplicates1",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Filter": {
      "main": [
        [
          {
            "node": "dd90fd8d-b1e3-4659-950e-30d0f7be91e0",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "AI Agent": {
      "main": [
        [
          {
            "node": "20e30736-6407-4a80-a773-7a82ed85ccbe",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "ba793e78-c740-43f9-8e12-089897f2b38e": {
      "main": [
        [
          {
            "node": "Filter",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "e96c0daf-52c6-42f2-94b9-96794b0e29da": {
      "main": [
        [
          {
            "node": "11fb91ab-7dc6-4cc9-ad1d-d6f10b8b94cc",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "dd90fd8d-b1e3-4659-950e-30d0f7be91e0": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 1
          }
        ]
      ]
    },
    "702aa89b-97ba-48df-a1af-4e6757ac120a": {
      "main": [
        [
          {
            "node": "6edec18d-b589-4394-93e5-48b42b90bb17",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "90c8f4bb-a394-466e-97c6-8f7edec738c4": {
      "main": [
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "6a622f9d-e4cf-45af-b125-750fc74a6707": {
      "main": [
        [
          {
            "node": "10d3250e-39e4-4a48-a206-3473f23036f2",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "Merge",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "10d3250e-39e4-4a48-a206-3473f23036f2": {
      "main": [
        [
          {
            "node": "84246cd0-53e5-40aa-9b1d-98c35971258a",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Loop Over Items": {
      "main": [
        [],
        [
          {
            "node": "702aa89b-97ba-48df-a1af-4e6757ac120a",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Set Website URL": {
      "main": [
        [
          {
            "node": "e96c0daf-52c6-42f2-94b9-96794b0e29da",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "84246cd0-53e5-40aa-9b1d-98c35971258a": {
      "main": [
        [
          {
            "node": "90c8f4bb-a394-466e-97c6-8f7edec738c4",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Schedule Trigger": {
      "main": [
        [
          {
            "node": "Set Website URL",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Set Website URL1": {
      "main": [
        [
          {
            "node": "AI Agent",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI": {
      "ai_embedding": [
        [
          {
            "node": "Simple Vector Store",
            "type": "ai_embedding",
            "index": 0
          },
          {
            "node": "Simple Vector Store2",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "AI Agent",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Redis Chat Memory": {
      "ai_memory": [
        [
          {
            "node": "AI Agent",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI1": {
      "ai_embedding": [
        [
          {
            "node": "Simple Vector Store1",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "Remove Duplicates1": {
      "main": [
        [
          {
            "node": "Loop Over Items",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "30f62b01-9ca9-4ba2-beb5-3475ddb7f728": {
      "ai_document": [
        [
          {
            "node": "Simple Vector Store",
            "type": "ai_document",
            "index": 0
          },
          {
            "node": "Simple Vector Store2",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "Simple Vector Store1": {
      "ai_tool": [
        [
          {
            "node": "AI Agent",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "Simple Vector Store2": {
      "main": [
        [
          {
            "node": "Wait",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "f3e71cf8-06ec-4ae9-8678-5c9d23d8e13d": {
      "main": [
        [
          {
            "node": "Set Website URL1",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "fa91d999-2caf-47e5-8bb3-1d25ea7cabe5": {
      "ai_textSplitter": [
        [
          {
            "node": "30f62b01-9ca9-4ba2-beb5-3475ddb7f728",
            "type": "ai_textSplitter",
            "index": 0
          }
        ]
      ]
    },
    "Webhook from GHL - SMS Reply Trigger": {
      "main": [
        [
          {
            "node": "4af4ebd0-3d39-4e12-a063-2ce74731f769",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}