AutomationFlowsAI & RAG › AI-Powered WhatsApp Messaging Automation

AI-Powered WhatsApp Messaging Automation

Original n8n title: Disparo De Whatsapp

Disparo de WhatsApp. Uses agent, lmChatOpenAi, outputParserStructured, chainLlm. Event-driven trigger; 29 nodes.

Event trigger★★★★☆ complexityAI-powered29 nodesAgentOpenAI ChatOutput Parser StructuredChain LlmN8N Nodes Evolution ApiGoogle Drive TriggerGoogle Sheets
AI & RAG Trigger: Event Nodes: 29 Complexity: ★★★★☆ AI nodes: yes Added:

This workflow follows the Agent → Chainllm 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 →

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{
  "name": "Disparo de WhatsApp",
  "nodes": [
    {
      "parameters": {
        "jsCode": "// Fun\u00e7\u00e3o para gerar um n\u00famero aleat\u00f3rio entre 15 e 30\nconst min = 15;\nconst max = 30;\n\n// Gera o n\u00famero aleat\u00f3rio\nconst randomNumber = Math.floor(Math.random() * (max - min + 1)) + min;\n\n// Retorna o n\u00famero aleat\u00f3rio como resultado do node\nreturn { randomNumber };\n"
      },
      "type": "n8n-nodes-base.code",
      "typeVersion": 2,
      "position": [
        -4980,
        580
      ],
      "id": "646f7a0f-f7d9-4f87-9d75-d4c1f1a35139",
      "name": "Random time to wait"
    },
    {
      "parameters": {
        "assignments": {
          "assignments": [
            {
              "id": "f251e5a2-4e84-44cf-842c-c96a58bef017",
              "name": "email",
              "value": "={{ $('Loop Over Items4').item.json.Email }}",
              "type": "string"
            },
            {
              "id": "f3a19952-8247-4d0b-9fe0-936f4fbeee36",
              "name": "conteudo",
              "value": "={{ $('AI Agent1').item.json.output }}",
              "type": "string"
            }
          ]
        },
        "options": {}
      },
      "type": "n8n-nodes-base.set",
      "typeVersion": 3.4,
      "position": [
        -4160,
        580
      ],
      "id": "a4a0f74c-fedc-417b-be05-e6c4386bd290",
      "name": "Informa\u00e7\u00e3o para envio"
    },
    {
      "parameters": {
        "amount": "={{ $json.randomNumber }}"
      },
      "type": "n8n-nodes-base.wait",
      "typeVersion": 1.1,
      "position": [
        -4800,
        580
      ],
      "id": "b7097ce0-f01e-401a-b22c-48315974a9f6",
      "name": "Wait3"
    },
    {
      "parameters": {
        "promptType": "define",
        "text": "=Voc\u00ea \u00e9 um SDR que est\u00e1 enviando a primeira mensagem em prospec\u00e7\u00e3o fria. Analise os dados que chegam at\u00e9 voc\u00ea como Nome da Empresa, Nome do S\u00f3cio, Nicho da Empresa, Site e Instagram, para gerar uma primeira abordagem.\n\nAp\u00f3s a sua primeira mensagem um outro agente vai continuar a conversa com o lead. Portanto desperte a curiosidade na primeira mensagem.",
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.agent",
      "typeVersion": 1.7,
      "position": [
        -4540,
        580
      ],
      "id": "4dabfbad-7293-41e8-a545-70e639b31aa9",
      "name": "AI Agent1"
    },
    {
      "parameters": {
        "options": {}
      },
      "type": "n8n-nodes-base.splitInBatches",
      "typeVersion": 3,
      "position": [
        -5420,
        600
      ],
      "id": "d9f45ffd-7dbe-4936-82a4-3f846f083577",
      "name": "Loop Over Items4"
    },
    {
      "parameters": {
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "typeVersion": 1.1,
      "position": [
        -4580,
        800
      ],
      "id": "045c6917-9130-4721-94ce-e0c45a47c3af",
      "name": "OpenAI Chat Model9",
      "credentials": {
        "openAiApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "options": {}
      },
      "id": "688d7696-7c30-4e3b-8943-98ffb3a3670a",
      "name": "OpenAI4",
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "typeVersion": 1,
      "position": [
        -3760,
        820
      ],
      "credentials": {
        "openAiApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "options": {}
      },
      "id": "41f979ed-6bc3-4652-a59a-83f26107d74e",
      "name": "Loop Over Items5",
      "type": "n8n-nodes-base.splitInBatches",
      "typeVersion": 3,
      "position": [
        -3340,
        660
      ]
    },
    {
      "parameters": {
        "schemaType": "manual",
        "inputSchema": "{\n  \"type\": \"object\",\n  \"properties\": {\n    \"messages\": {\n      \"type\": \"array\",\n      \"items\": {\n        \"type\": \"string\"\n      }\n    }\n  },\n  \"required\": [\"messages\"]\n}"
      },
      "id": "64bff2f3-5bf7-407f-826e-85e92ae5c350",
      "name": "OutputParser",
      "type": "@n8n/n8n-nodes-langchain.outputParserStructured",
      "typeVersion": 1.2,
      "position": [
        -3640,
        820
      ]
    },
    {
      "parameters": {
        "promptType": "define",
        "text": "=Whatsapp message to be splitted and formated: {{ $json.output }}",
        "hasOutputParser": true,
        "messages": {
          "messageValues": [
            {
              "message": "=Por favor, gere a sa\u00edda no seguinte formato JSON:\n{\n  \"messages\": [\n    \"splitedMessage\",\n    \"splitedMessage\",\n    \"splitedMessage\"\n  ]\n}\n\nAs mensagens devem ser divididas de forma natural, afinal estamos conversando com um humano, n\u00e3o \u00e9 mesmo?\n\nCertifique-se de que a resposta siga exatamente essa estrutura, incluindo os colchetes e as aspas.\n\n### Jamais separe uma mensagem vazia.\n\n### Certifique-se de que a resposta siga exatamente essa estrutura abaixo, deixando somente entre '*' para negrito e nunca fugindo das demais regras de markdown do whatsapp:\n\t\t\t- *negrito* (substitua '**' por '*')\n\t\t\t- ~tachado~ (caso seja algo que foi exclu\u00eddo ou alterado)\n\t\t\t- _it\u00e1lico_.(extremamente raro)\n            - `link` (usar sempre em todos os links)\n\nTudo o que for link, pode colocar entre \"`\", ou seja, na seguinte formata\u00e7\u00e3o: `www.link.com.br`\n"
            }
          ]
        }
      },
      "id": "5bdf17ba-9a05-4d5a-9a60-98acdc7bc015",
      "name": "Parser  Chain1",
      "type": "@n8n/n8n-nodes-langchain.chainLlm",
      "typeVersion": 1.4,
      "position": [
        -3800,
        660
      ]
    },
    {
      "parameters": {
        "content": "",
        "height": 560,
        "width": 1180,
        "color": 5
      },
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -3980,
        380
      ],
      "typeVersion": 1,
      "id": "746163c9-142b-4d08-a8ef-08eb2dfdc647",
      "name": "Sticky Note27"
    },
    {
      "parameters": {
        "content": "# Divis\u00e3o de Mensagens Inteligente - Texto",
        "height": 80,
        "width": 736,
        "color": 4
      },
      "id": "8a92b25e-4362-430b-a732-c565844e753e",
      "name": "Sticky Note28",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        -3960,
        400
      ]
    },
    {
      "parameters": {
        "resource": "messages-api",
        "instanceName": "=FEEJO",
        "remoteJid": "={{ $('dados').first().json.telefone }}",
        "messageText": "={{ $json.output }}",
        "options_message": {
          "delay": 1200,
          "linkPreview": false
        }
      },
      "type": "n8n-nodes-evolution-api.evolutionApi",
      "typeVersion": 1,
      "position": [
        -3120,
        680
      ],
      "id": "4d804a0c-da4c-4271-8b28-06ec9a0d3942",
      "name": "Evolution API7",
      "credentials": {
        "evolutionApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "resource": "messages-api",
        "instanceName": "FEEJO",
        "remoteJid": "={{$('dados').first().json.telefone}}",
        "messageText": "={{ $json.output }}",
        "options_message": {
          "delay": 1200
        }
      },
      "type": "n8n-nodes-evolution-api.evolutionApi",
      "typeVersion": 1,
      "position": [
        -3780,
        500
      ],
      "id": "7d986e62-4e99-4fed-b185-ae3c44284e6e",
      "name": "Evolution API8",
      "credentials": {
        "evolutionApi": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "conditions": {
          "options": {
            "caseSensitive": true,
            "leftValue": "",
            "typeValidation": "strict",
            "version": 2
          },
          "conditions": [
            {
              "id": "7c4cdb12-9452-42a6-a39a-c268bd38dce1",
              "leftValue": "={{ $json.output.lenght }}",
              "rightValue": 90,
              "operator": {
                "type": "number",
                "operation": "gt"
              }
            }
          ],
          "combinator": "and"
        },
        "options": {}
      },
      "type": "n8n-nodes-base.if",
      "typeVersion": 2.2,
      "position": [
        -3940,
        580
      ],
      "id": "3079066e-1167-4df0-84d0-aa686d98eedc",
      "name": "Menos que 240 Caracteres1"
    },
    {
      "parameters": {
        "fieldToSplitOut": "output.messages",
        "options": {
          "destinationFieldName": "output"
        }
      },
      "id": "0399bed9-1a97-453d-a9ce-d7ac013d63d6",
      "name": "Split de Mensagem1",
      "type": "n8n-nodes-base.splitOut",
      "typeVersion": 1,
      "position": [
        -3500,
        660
      ]
    },
    {
      "parameters": {
        "amount": 1
      },
      "id": "bc9d7a48-173a-496e-9c85-07f837a9e2d8",
      "name": "1 segundo1",
      "type": "n8n-nodes-base.wait",
      "typeVersion": 1.1,
      "position": [
        -2980,
        680
      ]
    },
    {
      "parameters": {
        "content": "",
        "height": 560,
        "width": 1240,
        "color": 5
      },
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -5860,
        380
      ],
      "typeVersion": 1,
      "id": "0265d5fe-a624-421f-b8d3-d5b423b0c227",
      "name": "Sticky Note29"
    },
    {
      "parameters": {
        "content": "# Lista de Disparo",
        "height": 80,
        "width": 356,
        "color": 4
      },
      "id": "42e44eae-7f0c-4262-87ca-ff0bc90d0c7e",
      "name": "Sticky Note30",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        -5600,
        400
      ]
    },
    {
      "parameters": {
        "content": "",
        "height": 560,
        "width": 600,
        "color": 5
      },
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -4600,
        380
      ],
      "typeVersion": 1,
      "id": "95017c21-aba2-4a8d-95b3-9e2b9eb104af",
      "name": "Sticky Note34"
    },
    {
      "parameters": {
        "content": "# Prepara a Mensagem",
        "height": 80,
        "width": 416,
        "color": 4
      },
      "id": "01f3b5ca-bf1f-4c9a-8d83-53dd85507f95",
      "name": "Sticky Note35",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        -4580,
        400
      ]
    },
    {
      "parameters": {
        "content": "",
        "height": 560,
        "width": 380,
        "color": 5
      },
      "type": "n8n-nodes-base.stickyNote",
      "position": [
        -2780,
        380
      ],
      "typeVersion": 1,
      "id": "96b356bf-0fb9-4042-884d-6305a5da2415",
      "name": "Sticky Note36"
    },
    {
      "parameters": {
        "content": "# Atualiza Status",
        "height": 80,
        "width": 296,
        "color": 4
      },
      "id": "1751a67a-5891-4544-bedf-0b566aeb97ed",
      "name": "Sticky Note38",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        -2760,
        400
      ]
    },
    {
      "parameters": {
        "pollTimes": {
          "item": [
            {
              "mode": "everyX",
              "value": 1,
              "unit": "minutes"
            }
          ]
        },
        "triggerOn": "specificFolder",
        "folderToWatch": {
          "__rl": true,
          "value": "120yqIZfzCB6FrEjdrorbNCwfxY0s3UGK",
          "mode": "list",
          "cachedResultName": "SDR-FEEJO",
          "cachedResultUrl": "https://drive.google.com/drive/folders/120yqIZfzCB6FrEjdrorbNCwfxY0s3UGK"
        },
        "event": "fileCreated",
        "options": {}
      },
      "id": "5af0e77f-92e3-4dd8-a5fc-a95f878cc40b",
      "name": "File Created1",
      "type": "n8n-nodes-base.googleDriveTrigger",
      "typeVersion": 1,
      "position": [
        -5800,
        520
      ],
      "credentials": {
        "googleDriveOAuth2Api": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "pollTimes": {
          "item": [
            {
              "mode": "everyMinute"
            }
          ]
        },
        "triggerOn": "specificFile",
        "fileToWatch": {
          "__rl": true,
          "value": "1W_6i0xAuMGfPOa2B35cOIvTveokjs27RAbnBeYchq3s",
          "mode": "list",
          "cachedResultName": "Lista-Prospeccao-SDR-Feejo",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1W_6i0xAuMGfPOa2B35cOIvTveokjs27RAbnBeYchq3s/edit?usp=drivesdk"
        }
      },
      "id": "843afdc8-ba14-43c5-9122-660090eb6be4",
      "name": "File Updated1",
      "type": "n8n-nodes-base.googleDriveTrigger",
      "typeVersion": 1,
      "position": [
        -5800,
        720
      ],
      "credentials": {
        "googleDriveOAuth2Api": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "content": "## Gatilho de Monitoramento",
        "height": 480,
        "width": 213,
        "color": 4
      },
      "id": "74dd4e18-908c-4b5b-aec5-97a59743dd87",
      "name": "Sticky Note11",
      "type": "n8n-nodes-base.stickyNote",
      "typeVersion": 1,
      "position": [
        -5840,
        420
      ]
    },
    {
      "parameters": {
        "documentId": {
          "__rl": true,
          "value": "1W_6i0xAuMGfPOa2B35cOIvTveokjs27RAbnBeYchq3s",
          "mode": "list",
          "cachedResultName": "Lista-Prospeccao-SDR-Feejo",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1W_6i0xAuMGfPOa2B35cOIvTveokjs27RAbnBeYchq3s/edit?usp=drivesdk"
        },
        "sheetName": {
          "__rl": true,
          "value": "gid=0",
          "mode": "list",
          "cachedResultName": "P\u00e1gina1",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1W_6i0xAuMGfPOa2B35cOIvTveokjs27RAbnBeYchq3s/edit#gid=0"
        },
        "options": {}
      },
      "type": "n8n-nodes-base.googleSheets",
      "typeVersion": 4.5,
      "position": [
        -5600,
        600
      ],
      "id": "2a8a7842-70a7-4317-ba8a-739696ea734c",
      "name": "Busca Dados",
      "credentials": {
        "googleSheetsOAuth2Api": {
          "name": "<your credential>"
        }
      }
    },
    {
      "parameters": {
        "conditions": {
          "options": {
            "caseSensitive": true,
            "leftValue": "",
            "typeValidation": "strict",
            "version": 2
          },
          "conditions": [
            {
              "id": "b788b56e-e346-4298-9f8f-f6f697c715bc",
              "leftValue": "={{ $json.Status }}",
              "rightValue": "Aguardando",
              "operator": {
                "type": "string",
                "operation": "equals",
                "name": "filter.operator.equals"
              }
            }
          ],
          "combinator": "and"
        },
        "options": {}
      },
      "type": "n8n-nodes-base.if",
      "typeVersion": 2.2,
      "position": [
        -5200,
        600
      ],
      "id": "a8599ce7-862d-4b7c-809f-4525898c2cdb",
      "name": "Verifica o Status"
    },
    {
      "parameters": {
        "operation": "update",
        "documentId": {
          "__rl": true,
          "value": "1Rji0bdSG_3EAfFkuKbsar7soSuXXHUbCVqSaeVv2xR4",
          "mode": "list",
          "cachedResultName": "EMAIL EM MASSA",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1Rji0bdSG_3EAfFkuKbsar7soSuXXHUbCVqSaeVv2xR4/edit?usp=drivesdk"
        },
        "sheetName": {
          "__rl": true,
          "value": 2031824652,
          "mode": "list",
          "cachedResultName": "emails",
          "cachedResultUrl": "https://docs.google.com/spreadsheets/d/1Rji0bdSG_3EAfFkuKbsar7soSuXXHUbCVqSaeVv2xR4/edit#gid=2031824652"
        },
        "columns": {
          "mappingMode": "defineBelow",
          "value": {
            "row_number": "={{ $('Busca Dados').item.json.row_number }}",
            "Email": "={{ $('Busca Dados').item.json.Email }}",
            "Status": "Enviado"
          },
          "matchingColumns": [
            "row_number"
          ],
          "schema": [
            {
              "id": "Email",
              "displayName": "Email",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "Status",
              "displayName": "Status",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true
            },
            {
              "id": "row_number",
              "displayName": "row_number",
              "required": false,
              "defaultMatch": false,
              "display": true,
              "type": "string",
              "canBeUsedToMatch": true,
              "readOnly": true,
              "removed": false
            }
          ],
          "attemptToConvertTypes": false,
          "convertFieldsToString": false
        },
        "options": {}
      },
      "type": "n8n-nodes-base.googleSheets",
      "typeVersion": 4.5,
      "position": [
        -2640,
        640
      ],
      "id": "c845e1d2-0221-41c8-9197-6b12a3f60e28",
      "name": "Atualiza Status",
      "credentials": {
        "googleSheetsOAuth2Api": {
          "name": "<your credential>"
        }
      }
    }
  ],
  "connections": {
    "Random time to wait": {
      "main": [
        [
          {
            "node": "Wait3",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Informa\u00e7\u00e3o para envio": {
      "main": [
        [
          {
            "node": "Menos que 240 Caracteres1",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Wait3": {
      "main": [
        [
          {
            "node": "AI Agent1",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "AI Agent1": {
      "main": [
        [
          {
            "node": "Informa\u00e7\u00e3o para envio",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Loop Over Items4": {
      "main": [
        [],
        [
          {
            "node": "Verifica o Status",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model9": {
      "ai_languageModel": [
        [
          {
            "node": "AI Agent1",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI4": {
      "ai_languageModel": [
        [
          {
            "node": "Parser  Chain1",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "Loop Over Items5": {
      "main": [
        [
          {
            "node": "Atualiza Status",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "Evolution API7",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "OutputParser": {
      "ai_outputParser": [
        [
          {
            "node": "Parser  Chain1",
            "type": "ai_outputParser",
            "index": 0
          }
        ]
      ]
    },
    "Parser  Chain1": {
      "main": [
        [
          {
            "node": "Split de Mensagem1",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Evolution API7": {
      "main": [
        [
          {
            "node": "1 segundo1",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Menos que 240 Caracteres1": {
      "main": [
        [
          {
            "node": "Evolution API8",
            "type": "main",
            "index": 0
          }
        ],
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            "node": "Parser  Chain1",
            "type": "main",
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    },
    "Split de Mensagem1": {
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            "node": "Loop Over Items5",
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    "File Created1": {
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            "node": "Busca Dados",
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    "File Updated1": {
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            "node": "Random time to wait",
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    },
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          {
            "node": "Loop Over Items4",
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  },
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  "settings": {
    "executionOrder": "v1"
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  "versionId": "68237b9d-636a-404a-a3f8-ef418bf379cb",
  "meta": {
    "templateCredsSetupCompleted": true
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How this works

This workflow automates personalised WhatsApp messaging by generating tailored content with AI and dispatching it efficiently, saving hours of manual outreach for businesses or individuals managing customer engagement. It suits marketers, sales teams, or support staff who need to send targeted updates, promotions, or responses without repetitive typing. The core step involves an AI agent powered by OpenAI Chat Model crafting custom messages based on recipient data, followed by seamless delivery via the Evolution API integration, all triggered by events like new Google Drive uploads.

Use this when handling bulk, context-specific WhatsApp communications, such as notifying clients of new offers or following up on inquiries, especially if you already store data in Google Drive. Avoid it for very high-volume sends that might hit API limits or for non-personalised blasts better suited to email tools. Common variations include adapting the AI prompts for different languages or integrating with CRM systems for dynamic recipient lists.

About this workflow

Disparo de WhatsApp. Uses agent, lmChatOpenAi, outputParserStructured, chainLlm. Event-driven trigger; 29 nodes.

Source: https://github.com/senaiapy/IA/blob/dee2e863a92473b40c171ee414b750d4a652f9ce/Templates/Disparo_de_WhatsApp.json — original creator credit. Request a take-down →

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