GPT-5 RAG 고객 지원 대리자

• •Telegram Bot Token
• •OpenAI API Key
• •Pinecone API Key

{
  "meta": {
    "templateCredsSetupCompleted": true
  },
  "name": "GPT-5 RAG Customer Support Agent",
  "tags": [],
  "nodes": [
    {
      "name": "Telegram 트리거",
      "type": "n8n-nodes-base.telegramTrigger",
      "position": [
        -340,
        20
      ],
      "parameters": {
        "updates": [
          "message"
        ],
        "additionalFields": {}
      },
      "typeVersion": 1.2,
      "id": "Telegram--0"
    },
    {
      "name": "OpenAI 채팅 모델",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "position": [
        -100,
        240
      ],
      "parameters": {
        "model": {
          "__rl": true,
          "mode": "list",
          "value": "gpt-5"
        },
        "options": {}
      },
      "typeVersion": 1.2,
      "id": "OpenAI--1"
    },
    {
      "name": "심플 메모리",
      "type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
      "position": [
        80,
        240
      ],
      "parameters": {
        "sessionKey": "={{ $json.message.chat.id }}",
        "sessionIdType": "customKey",
        "contextWindowLength": 15
      },
      "typeVersion": 1.3,
      "id": "--2"
    },
    {
      "name": "Pinecone 벡터 스토어",
      "type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
      "position": [
        200,
        220
      ],
      "parameters": {
        "mode": "retrieve-as-tool",
        "options": {},
        "pineconeIndex": {
          "__rl": true,
          "mode": "list",
          "value": "awm-n8n"
        },
        "toolDescription": "Customer FAQ Data & Policies"
      },
      "typeVersion": 1.3,
      "id": "Pinecone--3"
    },
    {
      "name": "OpenAI 임베딩",
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "position": [
        340,
        380
      ],
      "parameters": {
        "options": {}
      },
      "typeVersion": 1.2,
      "id": "OpenAI--4"
    },
    {
      "name": "Telegram",
      "type": "n8n-nodes-base.telegram",
      "position": [
        600,
        20
      ],
      "parameters": {
        "text": "={{ $json.output }}",
        "chatId": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
        "additionalFields": {
          "appendAttribution": false
        }
      },
      "typeVersion": 1.2,
      "id": "Telegram-5"
    },
    {
      "name": "스티키 노트",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -480,
        -140
      ],
      "parameters": {
        "width": 320,
        "height": 700,
        "content": "Telegram Customer Support Trigger"
      },
      "typeVersion": 1,
      "id": "--6"
    },
    {
      "name": "스티키 노트1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -140,
        -140
      ],
      "parameters": {
        "color": 5,
        "width": 660,
        "height": 700,
        "content": "GPT-5 AI RAG Agent with Vector Database (Pinecone) Tool"
      },
      "typeVersion": 1,
      "id": "-1-7"
    },
    {
      "name": "GPT-5 고객 지원 에이전트",
      "type": "@n8n/n8n-nodes-langchain.agent",
      "position": [
        20,
        20
      ],
      "parameters": {
        "text": "={{ $json.message.text }}",
        "options": {},
        "promptType": "define"
      },
      "typeVersion": 2,
      "id": "GPT-5--8"
    },
    {
      "name": "스티키 노트2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        540,
        -140
      ],
      "parameters": {
        "color": 4,
        "width": 300,
        "height": 700,
        "content": "Telegram Response Output"
      },
      "typeVersion": 1,
      "id": "-2-9"
    },
    {
      "name": "스티키 노트3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -1120,
        -140
      ],
      "parameters": {
        "color": 6,
        "width": 600,
        "height": 960,
        "content": "🧠 RAG-Based Customer Support Agent (GPT-5 + Telegram)\nDescription:\n\nThis workflow builds a powerful Retrieval-Augmented Generation (RAG) Customer Support Agent that interacts with users directly through Telegram using the GPT-5 model. It combines real-time conversational capabilities with context-aware responses by leveraging vector search via Pinecone, making it ideal for automated, intelligent support systems.\n\nWatch Video Tutorial Build on Workflows Like These:\nhttps://www.youtube.com/@Automatewithmarc\n\n💬 Key Features:\n\nTelegram Integration: Listens to customer queries via the Telegram Trigger node and sends back intelligent responses in the same chat.\nGPT-5 Agent (LangChain): A powerful AI agent node orchestrates the conversation using OpenAI's GPT-5 model.\nContextual Memory: A Memory Buffer stores the last 15 interactions per user to provide more personalized and coherent multi-turn conversations.\n\nRAG with Pinecone: Integrates with Pinecone to fetch relevant answers from your “Customer FAQ” vector namespace, enabling grounded and accurate responses.\nEmbeddings Generation: Uses OpenAI’s Embeddings node to process and vectorize documents for retrieval.\nEnd-to-End AI Pipeline: Connects all components from input to output, providing seamless and intelligent customer support.\n\n🔧 Tech Stack:\n\nGPT-5 via OpenAI API\nPinecone vector store (namespace: Customer FAQ)\nTelegram Bot API\nLangChain agent, memory, and embedding tools\nn8n self-hosted or cloud instance\n\n📌 Ideal Use Cases:\n\nAutomated customer support for e-commerce, SaaS, or community support\nFAQ bots with up-to-date product or policy documents\nMultilingual support agents (customizable via GPT-5)\n\n🛠️ Setup Instructions:\n\nSet up your Telegram bot and insert credentials.\nAdd your OpenAI and Pinecone API keys.\nUpload or index your support documents into the Customer FAQ namespace on Pinecone.\nDeploy and test your Telegram bot."
      },
      "typeVersion": 1,
      "id": "-3-10"
    }
  ],
  "active": false,
  "pinData": {},
  "settings": {
    "executionOrder": "v1"
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  "versionId": "e5a5d5f7-38de-404d-a33d-4d341dec281b",
  "connections": {
    "--2": {
      "ai_memory": [
        [
          {
            "node": "GPT-5--8",
            "type": "ai_memory",
            "index": 0
          }
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    },
    "Telegram--0": {
      "main": [
        [
          {
            "node": "GPT-5--8",
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            "index": 0
          }
        ]
      ]
    },
    "OpenAI--4": {
      "ai_embedding": [
        [
          {
            "node": "Pinecone--3",
            "type": "ai_embedding",
            "index": 0
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        ]
      ]
    },
    "OpenAI--1": {
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            "node": "GPT-5--8",
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    "Pinecone--3": {
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          {
            "node": "GPT-5--8",
            "type": "ai_tool",
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    },
    "GPT-5--8": {
      "main": [
        [
          {
            "node": "Telegram-5",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}