This workflow follows the Agent → Googlegemini 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 →
{
"name": "Fluxo gerente",
"nodes": [
{
"parameters": {
"updates": [
"message"
],
"additionalFields": {}
},
"type": "n8n-nodes-base.telegramTrigger",
"typeVersion": 1.3,
"position": [
-944,
416
],
"id": "dffbdc4f-4781-4e01-9c88-caa8da6bec81",
"name": "Telegram Trigger",
"retryOnFail": false,
"maxTries": 2,
"alwaysOutputData": false,
"executeOnce": false,
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"conditions": {
"options": {
"caseSensitive": true,
"leftValue": "",
"typeValidation": "strict",
"version": 3
},
"conditions": [
{
"id": "24c69abe-2f78-426d-83c9-20d5ab1579f9",
"leftValue": "={{ $json.message.text }}",
"rightValue": "",
"operator": {
"type": "string",
"operation": "exists",
"singleValue": true
}
}
],
"combinator": "and"
},
"options": {}
},
"type": "n8n-nodes-base.if",
"typeVersion": 2.3,
"position": [
-736,
416
],
"id": "cbf5c99d-d753-4021-a23d-0c43e906513f",
"name": "If"
},
{
"parameters": {
"resource": "file",
"fileId": "={{ $json.message.voice.file_id }}",
"additionalFields": {}
},
"type": "n8n-nodes-base.telegram",
"typeVersion": 1.2,
"position": [
-528,
512
],
"id": "f4501938-8d75-4c7e-827f-5c62004ba3bf",
"name": "Get a file",
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"resource": "audio",
"modelId": {
"__rl": true,
"value": "models/gemini-2.5-flash",
"mode": "list",
"cachedResultName": "models/gemini-2.5-flash"
},
"inputType": "binary",
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.googleGemini",
"typeVersion": 1.2,
"position": [
-320,
512
],
"id": "b5aad8b9-6dc0-4a4d-8369-942031db9d9a",
"name": "Transcribe a recording",
"credentials": {
"googlePalmApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "a7661372-0350-486f-9b35-51225547394a",
"name": "Mensagem",
"value": "={{ $json.message.text }}",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
-528,
320
],
"id": "f788d925-e6a7-4a96-934d-372f6fe8b2e1",
"name": "Edit Fields"
},
{
"parameters": {
"assignments": {
"assignments": [
{
"id": "a7661372-0350-486f-9b35-51225547394a",
"name": "Mensagem",
"value": "={{ $json.content.parts[0].text }}",
"type": "string"
}
]
},
"options": {}
},
"type": "n8n-nodes-base.set",
"typeVersion": 3.4,
"position": [
-128,
512
],
"id": "d57f3ee3-1171-4ea3-82c9-8d68595d2088",
"name": "Edit Fields1"
},
{
"parameters": {
"promptType": "define",
"text": "={{ $json.Mensagem }}",
"options": {
"systemMessage": "# Identidade\nVoc\u00ea \u00e9 a Sofia, Gerente de Atendimento da Hashtag Capital, um escrit\u00f3rio de assessoria de investimentos de alta performance.\n\nSua fun\u00e7\u00e3o \u00e9 EXCLUSIVAMENTE:\n1. Classificar a inten\u00e7\u00e3o do cliente com base na mensagem.\n2. Acionar a ferramenta (especialista) correspondente.\n3. Atuar como um espelho: A ferramenta vai gerar uma resposta. O seu trabalho \u00e9 pegar essa resposta e entreg\u00e1-la ao usu\u00e1rio exatamente como ela veio, sem tirar nem por.\n\n# Regra de Ouro (CR\u00cdTICO - Roteador Invis\u00edvel)\n- NUNCA responda com frases pr\u00f3prias como \"Vou verificar com o setor...\" ou \"Aguarde um momento\".\n- NUNCA narre o que voc\u00ea est\u00e1 fazendo.\n- NUNCA tente resolver o problema sozinho (exceto em sauda\u00e7\u00f5es simples).\n\nO cliente deve sentir que foi atendido imediatamente pelo especialista da \u00e1rea.\n\n# Seus Especialistas (Tools)\n1. AgenteFinanceiro:\n - Assuntos: Financeiro, 2\u00aa via de boleto, pagamentos pendentes.\n - A\u00e7\u00e3o: Use para quest\u00f5es operacionais e burocr\u00e1ticas (pagamentos).\n\n2. AgenteSuporte:\n - Assuntos: D\u00favidas T\u00c9CNICAS e TE\u00d3RICAS de mercado financeiro. \"O que \u00e9 Selic?\", \"Como funciona FII?\", \"Diferen\u00e7a de CDB e LCI\", etc\n - A\u00e7\u00e3o: Use para educa\u00e7\u00e3o financeira, tirar d\u00favidas de conceitos.\n\n3. AgenteCS:\n - Assuntos: RELACIONAMENTO e AGENDAMENTO. \"Quero investir\", \"Marcar reuni\u00e3o\", \"Revisar carteira\", \"Falar com assessor\", \"Perfil de investidor\".\n - A\u00e7\u00e3o: Use quando o cliente demonstra inten\u00e7\u00e3o de agir, investir ou quer contato humano.\n\n# Procedimento de Resposta\n1. Sauda\u00e7\u00e3o (Apenas \"Oi/Ol\u00e1\"): Se o usu\u00e1rio disser APENAS uma sauda\u00e7\u00e3o, responda: \"Ol\u00e1! Sou a Sofia, Gerente de Atendimento da Hashtag Capital. Posso te direcionar pra Assuntos Financeiros, D\u00favidas de Mercado (Suporte) ou Agendamento com Assessor. Como posso te ajudar hoje?\"\n\n2. Solicita\u00e7\u00e3o Espec\u00edfica: Se o usu\u00e1rio j\u00e1 enviou a d\u00favida, acione a ferramenta correspondente imediatamente.\n - IMPORTANTE: O seu output final deve ser estritamente o texto retornado pela ferramenta.\n\n3. D\u00favida: Se n\u00e3o souber classificar, chame o `AgenteCS`.\n\n# TRATAMENTO DE ERRO (IMPORTANTE) Se a ferramenta (sub-agente) retornar a mensagem exata `##RESET##`, isso significa que ela n\u00e3o conseguiu resolver o pedido. NESSE CASO, N\u00c3O ENVIE `##RESET##` PARA O USU\u00c1RIO. Em vez disso, assuma o controle e responda: \"Desculpe, poderia explicar melhor sua d\u00favida?\"\n\nIMPORTANTE: Sua resposta final SEMPRE deve ser o texto retornado pelos seus Especialistas (Tools). Nunca responda com texto vazio.\n\n"
}
},
"type": "@n8n/n8n-nodes-langchain.agent",
"typeVersion": 3.1,
"position": [
80,
176
],
"id": "0e41543d-1c11-4a20-b977-eb869756a0ac",
"name": "AI Agent",
"retryOnFail": true,
"maxTries": 2
},
{
"parameters": {
"modelName": "models/gemini-2.5-flash",
"options": {}
},
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"typeVersion": 1.1,
"position": [
80,
336
],
"id": "28ec0787-9c16-48c0-89a4-94d7d7b06bb5",
"name": "Google Gemini Chat Model",
"credentials": {
"googlePalmApi": {
"name": "<your credential>"
}
}
},
{
"parameters": {
"sessionIdType": "customKey",
"sessionKey": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
"contextWindowLength": 50
},
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"typeVersion": 1.4,
"position": [
176,
480
],
"id": "aeaf4e37-4d26-4cf5-98be-dd62ea216316",
"name": "Simple Memory"
},
{
"parameters": {
"description": "Especialista T\u00e9cnico e Tutor. Use para d\u00favidas t\u00e9cnicas",
"workflowId": {
"__rl": true,
"value": "JrrvrUNJd2awJMDP",
"mode": "list",
"cachedResultUrl": "/workflow/JrrvrUNJd2awJMDP",
"cachedResultName": "SubAgente Suporte a Duvidas"
},
"workflowInputs": {
"mappingMode": "defineBelow",
"value": {
"mensagem": "={{ $json.Mensagem }}",
"ChatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}"
},
"matchingColumns": [],
"schema": [
{
"id": "mensagem",
"displayName": "mensagem",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string"
},
{
"id": "ChatID",
"displayName": "ChatID",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string",
"removed": false
}
],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"typeVersion": 2.2,
"position": [
0,
0
],
"id": "dcbee9bd-ac3e-44b6-848a-e7855700eaf2",
"name": "Agente Suporte"
},
{
"parameters": {
"description": "Especialista em Financeiro. Use para boletos, 2a via, regulariza\u00e7\u00e3o de pagamento.",
"workflowId": {
"__rl": true,
"value": "rhEitn6sk3Bb7yGq",
"mode": "list",
"cachedResultUrl": "/workflow/rhEitn6sk3Bb7yGq",
"cachedResultName": "SubAgente FInanceiro"
},
"workflowInputs": {
"mappingMode": "defineBelow",
"value": {
"mensagem": "={{ $json.Mensagem }}",
"ChatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}"
},
"matchingColumns": [],
"schema": [
{
"id": "mensagem",
"displayName": "mensagem",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string"
},
{
"id": "ChatID",
"displayName": "ChatID",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string"
}
],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"typeVersion": 2.2,
"position": [
160,
0
],
"id": "44e04faa-ec5d-44e8-983b-e00215982d26",
"name": "Agente FInanceiro"
},
{
"parameters": {
"description": "Especialista em Sucesso do Cliente. Use para agendamentos e d\u00favidas institucionais.",
"workflowId": {
"__rl": true,
"value": "jYvSCTpasAVzo7BQ",
"mode": "list",
"cachedResultUrl": "/workflow/jYvSCTpasAVzo7BQ",
"cachedResultName": "SubAgente CS"
},
"workflowInputs": {
"mappingMode": "defineBelow",
"value": {
"mensagem": "={{ $json.Mensagem }}",
"ChatID": "={{ $('Telegram Trigger').item.json.message.chat.id }}"
},
"matchingColumns": [],
"schema": [
{
"id": "mensagem",
"displayName": "mensagem",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string"
},
{
"id": "ChatID",
"displayName": "ChatID",
"required": false,
"defaultMatch": false,
"display": true,
"canBeUsedToMatch": true,
"type": "string"
}
],
"attemptToConvertTypes": false,
"convertFieldsToString": false
}
},
"type": "@n8n/n8n-nodes-langchain.toolWorkflow",
"typeVersion": 2.2,
"position": [
320,
0
],
"id": "1b2fad4a-c262-4104-943f-123f8e9896a3",
"name": "SubAgente CS"
},
{
"parameters": {
"chatId": "={{ $('Telegram Trigger').item.json.message.chat.id }}",
"text": "={{ $json.output }}",
"additionalFields": {
"appendAttribution": false,
"parse_mode": "HTML"
}
},
"type": "n8n-nodes-base.telegram",
"typeVersion": 1.2,
"position": [
432,
160
],
"id": "f2b6e128-21d1-48cc-b78a-4e69d23c896a",
"name": "Send a text message",
"retryOnFail": true,
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
}
}
],
"connections": {
"Telegram Trigger": {
"main": [
[
{
"node": "If",
"type": "main",
"index": 0
}
]
]
},
"If": {
"main": [
[
{
"node": "Edit Fields",
"type": "main",
"index": 0
}
],
[
{
"node": "Get a file",
"type": "main",
"index": 0
}
]
]
},
"Get a file": {
"main": [
[
{
"node": "Transcribe a recording",
"type": "main",
"index": 0
}
]
]
},
"Transcribe a recording": {
"main": [
[
{
"node": "Edit Fields1",
"type": "main",
"index": 0
}
]
]
},
"Edit Fields1": {
"main": [
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"Edit Fields": {
"main": [
[
{
"node": "AI Agent",
"type": "main",
"index": 0
}
]
]
},
"Google Gemini Chat Model": {
"ai_languageModel": [
[
{
"node": "AI Agent",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Simple Memory": {
"ai_memory": [
[
{
"node": "AI Agent",
"type": "ai_memory",
"index": 0
}
]
]
},
"Agente Suporte": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"Agente FInanceiro": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"SubAgente CS": {
"ai_tool": [
[
{
"node": "AI Agent",
"type": "ai_tool",
"index": 0
}
]
]
},
"AI Agent": {
"main": [
[
{
"node": "Send a text message",
"type": "main",
"index": 0
}
]
]
}
},
"active": true,
"settings": {
"executionOrder": "v1",
"binaryMode": "separate"
},
"versionId": "69a5f471-79cd-4e14-8362-2d950a779daf",
"meta": {
"templateCredsSetupCompleted": true
},
"nodeGroups": [],
"id": "CTdW9YdgSWaUv9h7",
"tags": [
{
"updatedAt": "2026-06-09T23:52:15.221Z",
"createdAt": "2026-06-09T23:52:15.221Z",
"id": "B4ukWVnwIRin4fDM",
"name": "Hashtag"
}
]
}
Credentials you'll need
Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.
googlePalmApitelegramApi
Pro
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About this workflow
Fluxo gerente. Uses telegramTrigger, telegram, googleGemini, agent. Event-driven trigger; 13 nodes.
Source: https://github.com/rauldsordi/n8n-financial-multiagent/blob/main/main-workflow.json — original creator credit. Request a take-down →
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