GPT-4o와 GoHighLevel SMS를 사용하여 자동화된 고객 지원 어시스턴트 생성

• •HTTP Webhook 엔드포인트(n8n이 자동으로 생성)
• •대상 API의 인증 정보가 필요할 수 있음
• •OpenAI API Key
• •Redis 서버 연결 정보

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      "parameters": {
        "options": {},
        "operation": "extractHtmlContent",
        "dataPropertyName": "body",
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              "cssSelector": "body"
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      "position": [
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      ],
      "parameters": {
        "mode": "insert",
        "memoryKey": "vector_db",
        "clearStore": true
      },
      "typeVersion": 1
    },
    {
      "id": "1e9f2063-8d90-4550-854a-b4b44d030440",
      "name": "OpenAI 임베딩",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
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        -420
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
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      "position": [
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      "parameters": {
        "options": {},
        "jsonData": "={{ $json.raw_text }}",
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      "name": "AI 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
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      ],
      "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."
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      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4o",
          "cachedResultName": "gpt-4o"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
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      "position": [
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      ],
      "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."
      },
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    },
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      "parameters": {
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        "conditions": {
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            "caseSensitive": true,
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          "conditions": [
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              "operator": {
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                "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": [
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      ],
      "parameters": {
        "options": {},
        "operation": "extractHtmlContent",
        "extractionValues": {
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      "type": "@n8n/n8n-nodes-langchain.memoryRedisChat",
      "position": [
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        1420
      ],
      "parameters": {
        "sessionKey": "={{ $item(\"0\").$node[\"Webhook from GHL - SMS Reply Trigger\"].json[\"body\"][\"contactId\"] }}",
        "sessionIdType": "customKey",
        "contextWindowLength": 2
      },
      "typeVersion": 1.4
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      "position": [
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      ],
      "parameters": {
        "rule": {
          "interval": [
            {
              "daysInterval": 4,
              "triggerAtHour": "={{ 12 }}"
            }
          ]
        }
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    },
    {
      "id": "e96c0daf-52c6-42f2-94b9-96794b0e29da",
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      "type": "n8n-nodes-brightdata.brightData",
      "position": [
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      ],
      "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": "설정 Website URL",
      "type": "n8n-nodes-base.set",
      "position": [
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      "parameters": {
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        "assignments": {
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              "id": "74c8c4d8-5676-4de7-bd75-954d518eab67",
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              "type": "string",
              "value": "https://yourwebsite.com"
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    {
      "id": "702aa89b-97ba-48df-a1af-4e6757ac120a",
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      "type": "n8n-nodes-brightdata.brightData",
      "position": [
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      ],
      "parameters": {
        "url": "={{ $json.link }}",
        "zone": {
          "__rl": true,
          "mode": "list",
          "value": "web_unlocker1"
        },
        "format": "json",
        "country": {
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          "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": [
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      ],
      "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"
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              "name": "Version",
              "value": "2021-04-15"
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        },
        "nodeCredentialType": "highLevelOAuth2Api"
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      "credentials": {
        "highLevelOAuth2Api": {
          "id": "8K28KN5X0kOOaAU9",
          "name": "HighLevel account"
        }
      },
      "retryOnFail": true,
      "typeVersion": 4.2
    },
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      "name": "Webhook 트리거 from GHL - SMS Reply Trigger",
      "type": "n8n-nodes-base.webhook",
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      ],
      "webhookId": "54259c33-52c0-4a19-97fe-3414a153f4d6",
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        "options": {},
        "httpMethod": [
          "POST"
        ],
        "multipleMethods": true
      },
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    },
    {
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      "name": "대기",
      "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 벡터 스토어2",
      "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": "설정 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",
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      "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
    },
    {
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      "name": "Direct API access via HTTP",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
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      ],
      "parameters": {
        "url": "https://api.brightdata.com/request",
        "method": "POST",
        "options": {},
        "sendBody": true,
        "sendHeaders": true,
        "authentication": "genericCredentialType",
        "bodyParameters": {
          "parameters": [
            {
              "name": "zone",
              "value": "web_unlocker1"
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            {
              "name": "url",
              "value": "={{ $json.website_url }}"
            },
            {
              "name": "format",
              "value": "json"
            },
            {
              "name": "method",
              "value": "api"
            },
            {
              "name": "product",
              "value": "unlocker"
            }
          ]
        },
        "genericAuthType": "httpBearerAuth",
        "headerParameters": {
          "parameters": [
            {}
          ]
        }
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      "credentials": {
        "httpBearerAuth": {
          "id": "MR4HBU5dH9phpxNO",
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        "authentication": "genericCredentialType",
        "bodyParameters": {
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              "name": "zone",
              "value": "web_unlocker1"
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              "name": "url",
              "value": "={{ $json.website_url }}"
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              "value": "unlocker"
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            {}
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      "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": "메모",
      "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": "메모1",
      "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": "메모2",
      "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": "메모3",
      "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": "메모4",
      "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": "메모5",
      "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": "병합",
      "type": "n8n-nodes-base.merge",
      "position": [
        -640,
        300
      ],
      "parameters": {},
      "typeVersion": 3.1
    },
    {
      "id": "1d2e604b-cfff-4773-a264-c68e1af058e6",
      "name": "중복 제거1",
      "type": "n8n-nodes-base.removeDuplicates",
      "position": [
        -440,
        300
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 2
    },
    {
      "id": "ff96e735-6779-466c-9ba0-baa7e12ec16c",
      "name": "항목 반복",
      "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": "메모6",
      "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": "메모7",
      "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": "메모8",
      "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": "Split Out",
            "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
          }
        ]
      ]
    },
    "Split Out": {
      "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
          }
        ]
      ]
    },
    "Recursive Character Text Splitter": {
      "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
          }
        ]
      ]
    }
  }
}