비즈니스 WhatsApp AI RAG 채팅 로봇

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

{
  "id": "NLOITjwt4iZK16Qq",
  "meta": {
    "instanceId": "a4bfc93e975ca233ac45ed7c9227d84cf5a2329310525917adaf3312e10d5462",
    "templateCredsSetupCompleted": true
  },
  "name": "Business WhatsApp AI RAG Chatbot",
  "tags": [],
  "nodes": [
    {
      "id": "5be03c5c-e02d-4770-b0db-795dff0bf84f",
      "name": "Webhook에 응답",
      "type": "n8n-nodes-base.respondToWebhook",
      "position": [
        -60,
        1140
      ],
      "parameters": {
        "options": {},
        "respondWith": "text",
        "responseBody": "={{ $json.query['hub.challenge'] }}"
      },
      "typeVersion": 1.1
    },
    {
      "id": "8e24d1bc-8e65-4562-8cc4-4ce9c917841b",
      "name": "AI 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        480,
        1480
      ],
      "parameters": {
        "text": "={{ $('Respond').item.json.body.entry[0].changes[0].value.messages[0].text.body }}",
        "agent": "conversationalAgent",
        "options": {
          "systemMessage": "You are an AI-powered assistant for an electronics store. Your primary goal is to assist customers by providing accurate and helpful information about products, troubleshooting tips, and general support. Use the provided knowledge base (retrieved documents) to answer questions with precision and professionalism.\n\n**Guidelines**:\n1. **Product Information**:\n   - Provide detailed descriptions of products, including specifications, features, and compatibility.\n   - Highlight key selling points and differences between similar products.\n   - Mention availability, pricing, and promotions if applicable.\n\n2. **Technical Support**:\n   - Offer step-by-step troubleshooting guides for common issues.\n   - Suggest solutions for setup, installation, or configuration problems.\n   - If the issue is complex, recommend contacting the store’s support team for further assistance.\n\n3. **Customer Service**:\n   - Respond politely and professionally to all inquiries.\n   - If a question is unclear, ask for clarification to provide the best possible answer.\n   - For order-related questions (e.g., status, returns, or cancellations), guide customers on how to proceed using the store’s systems.\n\n4. **Knowledge Base Usage**:\n   - Always reference the provided knowledge base (retrieved documents) to ensure accuracy.\n   - If the knowledge base does not contain relevant information, inform the customer and suggest alternative resources or actions.\n\n5. **Tone and Style**:\n   - Use a friendly, approachable, and professional tone.\n   - Avoid technical jargon unless the customer demonstrates familiarity with the topic.\n   - Keep responses concise but informative.\n\n**Example Interactions**:\n1. **Product Inquiry**:\n   - Customer: \"What’s the difference between the XYZ Smartwatch and the ABC Smartwatch?\"\n   - AI: \"The XYZ Smartwatch features a longer battery life (up to 7 days) and built-in GPS, while the ABC Smartwatch has a brighter AMOLED display and supports wireless charging. Both are compatible with iOS and Android devices. Would you like more details on either product?\"\n\n2. **Technical Support**:\n   - Customer: \"My wireless router isn’t connecting to the internet.\"\n   - AI: \"Please try the following steps: 1) Restart your router and modem. 2) Ensure all cables are securely connected. 3) Check if the router’s LED indicators show a stable connection. If the issue persists, you may need to reset the router to factory settings. Would you like a detailed guide for resetting your router?\"\n\n3. **Customer Service**:\n   - Customer: \"How do I return a defective product?\"\n   - AI: \"To return a defective product, please visit our Returns Portal on our website and enter your order number. You’ll receive a return label and instructions. If you need further assistance, our support team is available at support@electronicsstore.com.\"\n\n**Limitations**:\n- If the question is outside the scope of the knowledge base or requires human intervention, inform the customer and provide contact details for the appropriate department.\n- Do not provide speculative or unverified information. Always rely on the knowledge base or direct the customer to official resources."
        },
        "promptType": "define"
      },
      "typeVersion": 1.7
    },
    {
      "id": "22fe09e5-053c-4f80-9e44-71f533492e31",
      "name": "스티커 메모",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -340,
        1360
      ],
      "parameters": {
        "width": 459,
        "height": 485,
        "content": "# STEP 4\n\n## RAG System\n\n\n\n\n\n\n\n\n\n\n\n\n\n* *Respond* webhook receives various POST Requests from Meta regarding WhatsApp messages (user messages + status notifications)\n* Check if the incoming JSON contains user message\n* Echo back the text message to the user. This is a custom message, not a WhatsApp Business template message\n"
      },
      "typeVersion": 1
    },
    {
      "id": "cfed3c49-be8a-4d1a-aa3a-5e60a19c00ac",
      "name": "OpenAI 채팅 모델",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        480,
        1680
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4o-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "CDX6QM4gLYanh0P4",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "55970db5-284d-40b9-ad6f-f43b513aac45",
      "name": "'워크플로 테스트' 클릭 시",
      "type": "n8n-nodes-base.manualTrigger",
      "position": [
        -620,
        200
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "99de11b0-ab4a-49fe-977b-b3102c9ff1cf",
      "name": "Qdrant 벡터 저장소",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "position": [
        360,
        320
      ],
      "parameters": {
        "mode": "insert",
        "options": {},
        "qdrantCollection": {
          "__rl": true,
          "mode": "list",
          "value": ""
        }
      },
      "credentials": {
        "qdrantApi": {
          "id": "iyQ6MQiVaF3VMBmt",
          "name": "QdrantApi account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "619d2d2f-7a1e-49ba-a3ae-24bf24287dd2",
      "name": "컬렉션 생성",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        -320,
        60
      ],
      "parameters": {
        "url": "https://QDRANTURL/collections/COLLECTION",
        "method": "POST",
        "options": {},
        "jsonBody": "{\n  \"filter\": {}\n}",
        "sendBody": true,
        "sendHeaders": true,
        "specifyBody": "json",
        "authentication": "genericCredentialType",
        "genericAuthType": "httpHeaderAuth",
        "headerParameters": {
          "parameters": [
            {
              "name": "Content-Type",
              "value": "application/json"
            }
          ]
        }
      },
      "credentials": {
        "httpHeaderAuth": {
          "id": "qhny6r5ql9wwotpn",
          "name": "Qdrant API (Hetzner)"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "b61d5d74-14d2-4488-a0d6-3f7df9745329",
      "name": "컬렉션 새로고침",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        -320,
        320
      ],
      "parameters": {
        "url": "https://QDRANTURL/collections/COLLECTION/points/delete",
        "method": "POST",
        "options": {},
        "jsonBody": "{\n  \"filter\": {}\n}",
        "sendBody": true,
        "sendHeaders": true,
        "specifyBody": "json",
        "authentication": "genericCredentialType",
        "genericAuthType": "httpHeaderAuth",
        "headerParameters": {
          "parameters": [
            {
              "name": "Content-Type",
              "value": "application/json"
            }
          ]
        }
      },
      "credentials": {
        "httpHeaderAuth": {
          "id": "qhny6r5ql9wwotpn",
          "name": "Qdrant API (Hetzner)"
        }
      },
      "typeVersion": 4.2
    },
    {
      "id": "71c8817f-f5be-4900-aecc-14d483993c4c",
      "name": "폴더 가져오기",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        -100,
        320
      ],
      "parameters": {
        "filter": {
          "driveId": {
            "__rl": true,
            "mode": "list",
            "value": "My Drive",
            "cachedResultUrl": "https://drive.google.com/drive/my-drive",
            "cachedResultName": "My Drive"
          },
          "folderId": {
            "__rl": true,
            "mode": "id",
            "value": "=test-whatsapp"
          }
        },
        "options": {},
        "resource": "fileFolder"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "HEy5EuZkgPZVEa9w",
          "name": "Google Drive account (n3w.it)"
        }
      },
      "typeVersion": 3
    },
    {
      "id": "c14e570d-527d-4cc2-b0c0-2406b814ffc6",
      "name": "파일 다운로드",
      "type": "n8n-nodes-base.googleDrive",
      "position": [
        120,
        320
      ],
      "parameters": {
        "fileId": {
          "__rl": true,
          "mode": "id",
          "value": "={{ $json.id }}"
        },
        "options": {
          "googleFileConversion": {
            "conversion": {
              "docsToFormat": "text/plain"
            }
          }
        },
        "operation": "download"
      },
      "credentials": {
        "googleDriveOAuth2Api": {
          "id": "HEy5EuZkgPZVEa9w",
          "name": "Google Drive account (n3w.it)"
        }
      },
      "typeVersion": 3
    },
    {
      "id": "7f1ffbd5-7aa0-49d3-aa11-9568ac704d6e",
      "name": "OpenAI 임베딩",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        340,
        520
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "CDX6QM4gLYanh0P4",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.1
    },
    {
      "id": "bdc58292-5880-41b9-bc55-d6437f037629",
      "name": "기본 데이터 로더",
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "position": [
        520,
        520
      ],
      "parameters": {
        "options": {},
        "dataType": "binary"
      },
      "typeVersion": 1
    },
    {
      "id": "7df52ba0-011e-44a5-b25d-a4610f903ed9",
      "name": "토큰 분할기",
      "type": "@n8n/n8n-nodes-langchain.textSplitterTokenSplitter",
      "position": [
        480,
        680
      ],
      "parameters": {
        "chunkSize": 300,
        "chunkOverlap": 30
      },
      "typeVersion": 1
    },
    {
      "id": "b3306890-d527-44d9-bd42-2decd61b35a2",
      "name": "스티커 메모2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -880,
        1240
      ],
      "parameters": {
        "color": 3,
        "width": 405,
        "height": 177,
        "content": "## Important!\n### Configure the webhook nodes this way:\n* Make sure that both *Verify* and *Respond* have the same URL\n* *Verify* should have GET HTTP Method\n* *Respond* should have POST HTTP Method"
      },
      "typeVersion": 1
    },
    {
      "id": "2da39c54-1596-4674-99c5-8fdac7873ea3",
      "name": "스티커 메모1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -340,
        900
      ],
      "parameters": {
        "color": 5,
        "width": 618,
        "height": 392,
        "content": "# STEP 3\n\n## Create Webhook\n* Go to your [Meta for Developers App page](https://developers.facebook.com/apps/), navigate to the App settings\n* Add a **production webhook URL** as a new Callback URL\n* *Verify* webhook receives a GET Request and sends back a verification code\n* After that you can delete this\n"
      },
      "typeVersion": 1
    },
    {
      "id": "9c8a18df-d2a9-4d91-a799-a8ee6c5160ba",
      "name": "검증",
      "type": "n8n-nodes-base.webhook",
      "position": [
        -300,
        1140
      ],
      "webhookId": "f0d2e6f6-8fda-424d-b377-0bd191343c20",
      "parameters": {
        "path": "f0d2e6f6-8fda-424d-b377-0bd191343c20",
        "options": {},
        "responseMode": "responseNode"
      },
      "typeVersion": 2
    },
    {
      "id": "1ca39545-9ec1-489d-bcaf-f6289163d3e0",
      "name": "응답",
      "type": "n8n-nodes-base.webhook",
      "position": [
        -320,
        1520
      ],
      "webhookId": "f0d2e6f6-8fda-424d-b377-0bd191343c20",
      "parameters": {
        "path": "f0d2e6f6-8fda-424d-b377-0bd191343c20",
        "options": {},
        "httpMethod": "POST"
      },
      "typeVersion": 2
    },
    {
      "id": "02ae9009-b34b-49a5-86f2-50e681125d77",
      "name": "메시지인가?",
      "type": "n8n-nodes-base.if",
      "position": [
        -100,
        1520
      ],
      "parameters": {
        "options": {},
        "conditions": {
          "options": {
            "version": 2,
            "leftValue": "",
            "caseSensitive": true,
            "typeValidation": "loose"
          },
          "combinator": "and",
          "conditions": [
            {
              "id": "959fbffc-876a-4235-87be-2dedba4926cd",
              "operator": {
                "type": "object",
                "operation": "exists",
                "singleValue": true
              },
              "leftValue": "={{ $json.body.entry[0].changes[0].value.messages[0] }}",
              "rightValue": ""
            }
          ]
        },
        "looseTypeValidation": true
      },
      "typeVersion": 2.2
    },
    {
      "id": "9f866e16-cedb-4c43-ab38-e0e53703402a",
      "name": "메시지만",
      "type": "n8n-nodes-base.whatsApp",
      "position": [
        200,
        1620
      ],
      "parameters": {
        "textBody": "=You can only send text messages",
        "operation": "send",
        "phoneNumberId": "470271332838881",
        "requestOptions": {},
        "additionalFields": {},
        "recipientPhoneNumber": "={{ $('Respond').item.json.body.entry[0].changes[0].value.contacts[0].wa_id }}"
      },
      "credentials": {
        "whatsAppApi": {
          "id": "HDUOWQXeRXMVjo0Z",
          "name": "WhatsApp account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "3867b8c8-db5f-40f6-b3ae-edf1ab732395",
      "name": "전송",
      "type": "n8n-nodes-base.whatsApp",
      "position": [
        900,
        1480
      ],
      "parameters": {
        "textBody": "={{ $json.output }}",
        "operation": "send",
        "phoneNumberId": "470271332838881",
        "requestOptions": {},
        "additionalFields": {},
        "recipientPhoneNumber": "={{ $('Respond').item.json.body.entry[0].changes[0].value.contacts[0].wa_id }}"
      },
      "credentials": {
        "whatsAppApi": {
          "id": "HDUOWQXeRXMVjo0Z",
          "name": "WhatsApp account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "401a8204-4cea-4bd0-9ae7-8c5c6797c586",
      "name": "윈도우 버퍼 메모리",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        640,
        1720
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "ff1ebe0d-b572-4b77-ad67-351c0ec17927",
      "name": "스티커 메모3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -120,
        0
      ],
      "parameters": {
        "color": 6,
        "width": 880,
        "height": 220,
        "content": "# STEP 1\n\n## Create Qdrant Collection\nChange:\n- QDRANTURL\n- COLLECTION"
      },
      "typeVersion": 1
    },
    {
      "id": "df7bc44c-fb7d-4bc4-bc79-245f53e17eca",
      "name": "스티커 메모4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -340,
        260
      ],
      "parameters": {
        "color": 4,
        "width": 620,
        "height": 400,
        "content": "# STEP 2\n\n\n\n\n\n\n\n\n\n\n\n\n## Documents vectorization with Qdrant and Google Drive\nChange:\n- QDRANTURL\n- COLLECTION"
      },
      "typeVersion": 1
    },
    {
      "id": "df4f90ab-1cbb-4335-893a-0f3e2a62be04",
      "name": "스티커 메모5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        440,
        1360
      ],
      "parameters": {
        "width": 380,
        "height": 260,
        "content": "## Configure AI Agent\nSet System prompt and chat model. If you want you can set any tools"
      },
      "typeVersion": 1
    },
    {
      "id": "b0928ee4-2c6a-4bc0-a013-15504f157379",
      "name": "OpenAI 채팅 모델1",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        980,
        1920
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-4o-mini"
        },
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "CDX6QM4gLYanh0P4",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "16ca729c-9492-4af1-a02f-9b3e5b4ebc43",
      "name": "Qdrant 벡터 저장소 검색",
      "type": "@n8n/n8n-nodes-langchain.vectorStoreQdrant",
      "position": [
        620,
        1940
      ],
      "parameters": {
        "options": {},
        "qdrantCollection": {
          "__rl": true,
          "mode": "id",
          "value": "COLLECTION"
        }
      },
      "credentials": {
        "qdrantApi": {
          "id": "iyQ6MQiVaF3VMBmt",
          "name": "QdrantApi account"
        }
      },
      "typeVersion": 1
    },
    {
      "id": "c950482d-23e3-4318-a878-f80f8cfee556",
      "name": "OpenAI2 임베딩",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        500,
        2140
      ],
      "parameters": {
        "options": {}
      },
      "credentials": {
        "openAiApi": {
          "id": "CDX6QM4gLYanh0P4",
          "name": "OpenAi account"
        }
      },
      "typeVersion": 1.2
    },
    {
      "id": "46347cfc-b4e7-4627-a991-3f30c12d7f42",
      "name": "RAG",
      "type": "@n8n/n8n-nodes-langchain.toolVectorStore",
      "position": [
        840,
        1700
      ],
      "parameters": {
        "name": "company_data",
        "description": "Retrive data about company knowledge from vector store"
      },
      "typeVersion": 1
    }
  ],
  "active": false,
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
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  "versionId": "b760b44b-24d8-41c6-8251-c7e6ddac82c1",
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