AutomationFlowsAI & RAG › Ai-powered Telegram & Whatsapp Business Agent Workflow

Ai-powered Telegram & Whatsapp Business Agent Workflow

ByAmanda Benks @amanda on n8n.io

This workflow contains community nodes that are only compatible with the self-hosted version of n8n.

Event trigger★★★★☆ complexityAI-powered21 nodesTelegram TriggerGoogle SheetsOpenAITelegramHTTP Request
AI & RAG Trigger: Event Nodes: 21 Complexity: ★★★★☆ AI nodes: yes Added:

This workflow corresponds to n8n.io template #5311 — we link there as the canonical source.

This workflow follows the Google Sheets → 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
{
  "name": "AI Telegram & WhatsApp Business Agent",
  "tags": [
    {
      "id": "telegram",
      "name": "Telegram",
      "createdAt": "2025-01-01T00:00:00.000Z",
      "updatedAt": "2025-01-01T00:00:00.000Z"
    },
    {
      "id": "whatsapp",
      "name": "WhatsApp",
      "createdAt": "2025-01-01T00:00:00.000Z",
      "updatedAt": "2025-01-01T00:00:00.000Z"
    },
    {
      "id": "ai-agent",
      "name": "AI Agent",
      "createdAt": "2025-01-01T00:00:00.000Z",
      "updatedAt": "2025-01-01T00:00:00.000Z"
    },
    {
      "id": "customer-service",
      "name": "Customer Service",
      "createdAt": "2025-01-01T00:00:00.000Z",
      "updatedAt": "2025-01-01T00:00:00.000Z"
    }
  ],
  "nodes": [
    {
      "id": "intro_sticky",
      "name": "Sticky Note",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -240,
        180
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "telegram_trigger",
      "name": "Telegram Bot",
      "type": "n8n-nodes-base.telegramTrigger",
      "position": [
        160,
        280
      ],
      "parameters": {},
      "typeVersion": 1.1
    },
    {
      "id": "whatsapp_webhook",
      "name": "WhatsApp Webhook",
      "type": "n8n-nodes-base.webhook",
      "position": [
        160,
        420
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "id": "normalize_message",
      "name": "Normalize Message Data",
      "type": "n8n-nodes-base.set",
      "position": [
        460,
        350
      ],
      "parameters": {},
      "typeVersion": 3.4
    },
    {
      "id": "processing_sticky",
      "name": "Sticky Note1",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        440,
        20
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "get_customer_data",
      "name": "Get Customer History",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        760,
        350
      ],
      "parameters": {},
      "typeVersion": 4.4
    },
    {
      "id": "build_context",
      "name": "Build AI Context",
      "type": "n8n-nodes-base.code",
      "position": [
        1060,
        350
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "id": "intelligence_sticky",
      "name": "Sticky Note2",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        740,
        40
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "ai_assistant",
      "name": "AI Business Assistant",
      "type": "n8n-nodes-base.openAi",
      "position": [
        1360,
        350
      ],
      "parameters": {},
      "typeVersion": 1.3
    },
    {
      "id": "ai_sticky",
      "name": "Sticky Note3",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        1340,
        -20
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "process_response",
      "name": "Process AI Response",
      "type": "n8n-nodes-base.code",
      "position": [
        1660,
        350
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "id": "platform_router",
      "name": "Platform Router",
      "type": "n8n-nodes-base.if",
      "position": [
        1960,
        350
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "id": "send_telegram",
      "name": "Send Telegram Message",
      "type": "n8n-nodes-base.telegram",
      "position": [
        2260,
        280
      ],
      "parameters": {},
      "typeVersion": 1.2
    },
    {
      "id": "send_whatsapp",
      "name": "Send WhatsApp Message",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        2260,
        420
      ],
      "parameters": {},
      "typeVersion": 4.2
    },
    {
      "id": "delivery_sticky",
      "name": "Sticky Note4",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        2240,
        60
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "log_conversation",
      "name": "Log Conversation",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        2560,
        350
      ],
      "parameters": {},
      "typeVersion": 4.4
    },
    {
      "id": "update_customer",
      "name": "Update Customer Record",
      "type": "n8n-nodes-base.googleSheets",
      "position": [
        2860,
        350
      ],
      "parameters": {},
      "typeVersion": 4.4
    },
    {
      "id": "check_escalation",
      "name": "Check Escalation",
      "type": "n8n-nodes-base.if",
      "position": [
        2560,
        200
      ],
      "parameters": {},
      "typeVersion": 2
    },
    {
      "id": "notify_team",
      "name": "Notify Support Team",
      "type": "n8n-nodes-base.httpRequest",
      "position": [
        2860,
        200
      ],
      "parameters": {},
      "typeVersion": 4.2
    },
    {
      "id": "analytics_sticky",
      "name": "Sticky Note5",
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        2540,
        480
      ],
      "parameters": {
        "content": ""
      },
      "typeVersion": 1
    },
    {
      "id": "webhook_response",
      "name": "Webhook Response",
      "type": "n8n-nodes-base.respondToWebhook",
      "position": [
        3160,
        420
      ],
      "parameters": {},
      "typeVersion": 1.1
    }
  ],
  "settings": {
    "executionOrder": "v1"
  },
  "updatedAt": "2025-01-01T00:00:00.000Z",
  "versionId": "1",
  "staticData": null,
  "connections": {
    "ai_assistant": {
      "main": [
        [
          {
            "node": "process_response",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "build_context": {
      "main": [
        [
          {
            "node": "ai_assistant",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "send_telegram": {
      "main": [
        [
          {
            "node": "log_conversation",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "send_whatsapp": {
      "main": [
        [
          {
            "node": "log_conversation",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "platform_router": {
      "main": [
        [
          {
            "node": "send_telegram",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "send_whatsapp",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "update_customer": {
      "main": [
        [
          {
            "node": "webhook_response",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "check_escalation": {
      "main": [
        [
          {
            "node": "notify_team",
            "type": "main",
            "index": 0
          }
        ],
        []
      ]
    },
    "log_conversation": {
      "main": [
        [
          {
            "node": "update_customer",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "process_response": {
      "main": [
        [
          {
            "node": "platform_router",
            "type": "main",
            "index": 0
          },
          {
            "node": "check_escalation",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "telegram_trigger": {
      "main": [
        [
          {
            "node": "normalize_message",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "whatsapp_webhook": {
      "main": [
        [
          {
            "node": "normalize_message",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "get_customer_data": {
      "main": [
        [
          {
            "node": "build_context",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "normalize_message": {
      "main": [
        [
          {
            "node": "get_customer_data",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  },
  "triggerCount": 2
}
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About this workflow

This workflow contains community nodes that are only compatible with the self-hosted version of n8n.

Source: https://n8n.io/workflows/5311/ — original creator credit. Request a take-down →

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