Telegramを使用したAI音声通話による不動産・レストラン予約の自動化
上級
これはPersonal Productivity, AI Chatbot分野の自動化ワークフローで、28個のノードを含みます。主にFilter, Switch, Webhook, Telegram, HttpRequestなどのノードを使用。 Telegram を使った AI 音声通話による不動産とレストランの自動予約
前提条件
- •HTTP Webhookエンドポイント（n8nが自動生成）
- •Telegram Bot Token
- •ターゲットAPIの認証情報が必要な場合あり
- •Google Gemini API Key
使用ノード (28)
ワークフロープレビュー
ノード接続関係を可視化、ズームとパンをサポート
ワークフローをエクスポート
以下のJSON設定をn8nにインポートして、このワークフローを使用できます
{
"meta": {
"instanceId": "3378b0d68c3b7ebfc71b79896d94e1a044dec38e99a1160aed4e9c323910fbe2"
},
"nodes": [
{
"id": "6c5d6cf8-0dfa-48a5-8872-cf5cc69e049b",
"name": "セクション: Webhook トリガー & 通話後分析",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1776,
2320
],
"parameters": {
"width": 1080,
"height": 576,
"content": "**Webhook & Post-call Analysis**\n- Retell Webhook\n- Filter call_ended events\n- AI analyzes transcript"
},
"typeVersion": 1
},
{
"id": "9782dbb6-bae4-4888-8c90-232d1e64c3de",
"name": "Gemini 2.0 Flash",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
-768,
1616
],
"parameters": {
"options": {}
},
"credentials": {
"googlePalmApi": {
"id": "Pz5rkKL1ZRGrSYoQ",
"name": "key studio google"
}
},
"typeVersion": 1
},
{
"id": "996cc320-5576-4751-a5e0-bd8c0f562f4f",
"name": "Retell Create Call",
"type": "n8n-nodes-base.httpRequest",
"position": [
-224,
1408
],
"parameters": {
"url": "https://api.retellai.com/v2/create-phone-call",
"method": "POST",
"options": {},
"jsonBody": "={{ $json.output }}",
"sendBody": true,
"sendHeaders": true,
"specifyBody": "json",
"authentication": "genericCredentialType",
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "Content-Type",
"value": "application/json"
}
]
}
},
"credentials": {
"httpBearerAuth": {
"id": "GQi0JW5mlXfIppTf",
"name": "retellai"
},
"httpHeaderAuth": {
"id": "0BDVybffgPLfET7n",
"name": "retelai"
}
},
"typeVersion": 4.2
},
{
"id": "a1aae24d-ec39-4545-b09a-07cc0e5c752e",
"name": "Retell Webhook トリガー",
"type": "n8n-nodes-base.webhook",
"position": [
-1648,
2464
],
"webhookId": "retell-webhook-agent",
"parameters": {
"path": "retell-webhook-agent",
"options": {},
"httpMethod": "POST"
},
"typeVersion": 1.1
},
{
"id": "f65ae764-312f-407e-9666-2b4b6ed93a62",
"name": "AI エージェント Parse Call",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
-1232,
2464
],
"parameters": {
"text": "=Aquí esta la respuesta de Retellai con los datos y la transcripcion de la llamada analizala: {{ $json.body.call.transcript }} call.status {{ $json.body.call.call_status }} disconection_reason: {{ $json.body.call.disconnection_reason }} ",
"options": {
"systemMessage": "=[ROL]\nEres un experto en análisis de transcripciones de llamadas. Tu trabajo es decidir si la cita quedó REALMENTE confirmada y, solo entonces, crear el evento en Google Calendar con tu tool.\n\n[ENTRADAS DISPONIBLES]\n- now: {{ $now }} (fecha/hora actual)\n- transcript: transcripción completa de la llamada (agent/user)\n- disconnection_reason: motivo de fin de llamada (ej.: agent_hangup, user_hangup, inactivity, voicemail_reached, error_*)\n- started_at / ended_at / duration\n- direccion_fallback: direccion (dirección que yo tenía preparada)\n- precio: precio \n\n[CRITERIOS PARA CONSIDERAR “VISITA CONFIRMADA”]\nDebes cumplir TODOS:\n1) Fin de llamada correcto: disconnection_reason ∈ {agent_hangup, user_hangup, call_transfer}. Rechaza voicemail_reached, inactivity, max_duration_reached, dial_*, error_*.\n2) Confirmación explícita del INTERLOCUTOR (no del agente). Acepta frases inequívocas como:\n - “sí, perfecto”, “de acuerdo”, “ok”, “confirmo”, “queda para …”, “quedamos …”, “nos vemos …”, “me viene bien …”.\n3) Fecha y hora claras:\n - Convierte lenguaje natural (“jueves”, “mañana”, “a las cinco”) a fecha/hora (YYYY-MM-DD, HH:mm) en zona horaria de España.\n - La hora debe estar DENTRO de alguna franja de slots_json para ese día (from ≤ hora < to).\n - Si el usuario propone fuera de franja, NO confirmes; marca fallo.\n4) Dirección:\n - Si el usuario dijo la dirección, úsala tal cual (normaliza números en dígitos: “sesenta y siete” → “67” y respeta tildes: “López”).\n - Si no se dijo, usa direccion_fallback.\n5) Coherencia final:\n - En los últimos turnos debe verse un resumen o aceptación de la cita (del agente o del usuario). Si termina por silencio u omisión, NO confirmes.\n\n[CUANDO NO CONFIRMAR]\n- transcript vacío o casi sin contenido.\n- Falta de confirmación explícita del usuario.\n- Hora fuera de slots_json o sin fecha/hora claras.\n- Cualquier disconnection_reason distinto a los permitidos.\n- Cierre confuso (ej.: solo el agente resume pero el usuario no acepta).\n\n[EXTRACCIÓN DE DATOS]\n- fecha: YYYY-MM-DD\n- hora: HH:mm (24h)\n- direccion: string\n- nombre_contacto y telefono_contacto si aparecen (opcionales)\n- who_hung_up: “agent” / “user” / “other” (según disconnection_reason)\n- resumen_llamada: 1–2 frases objetivas (qué se acordó o por qué falló)\n\n[ACCIÓN DE CALENDARIO]\n- Solo si “Visita confirmada” según las reglas de arriba: crea evento en Google Calendar (usa tu tool) con:\n - title: \"Visita piso – direccion\"\n - start: fecha + hora (zona horaria España)\n - end: start + 30 o 45 min (elige 45 min por defecto si no se indicó duración)\n - description: incluir nombre_contacto, telefono_contacto (si hay), disconnection_reason, precio (si relevante) y el resumen_llamada.\n- Si NO cumple, NO crees evento.\n\n[FORMATO DE SALIDA – SIEMPRE ASÍ]\n\n- ✅ Visita confirmada!\n - Si el evento se creó: añade en la segunda línea “✅ Evento creado en tu calendario.”\n - Si falló al crear por un error técnico: “⚠️ Confirmada pero el evento no se pudo crear: <motivo>”\n- ❌ No se ha podido confirmar la cita.\n- Si fue FALLO, añade “Motivo: <razón>” (p. ej., “hora fuera de disponibilidad”, “sin confirmación explícita”, “voicemail”, etc.)\n- Evaluación final que tal fue la llamada,sono convincente? fue bien?\n\n\n\n[POLÍTICAS DE INTERPRETACIÓN]\n- Fechas relativas: interpreta “jueves” como el próximo jueves posterior a started_at.\n- Horas: normaliza “cinco de la tarde” → 17:00.\n- Nombres y calles: respeta tildes (López, Alcalá). “sesenta y siete” → “67”.\n- Si hay varias fechas/horas en la conversación, usa la ÚLTIMA confirmada por el USUARIO.\n- Si slots_json no tiene ese día/hora, NO confirmes.\n\n[EJEMPLOS RÁPIDOS]\n- Usuario: “El jueves a las 17:00.” (slots_json: solo ≥ 19:00) → ❌ No confirmado (fuera de franja).\n- Usuario: “Quedamos el jueves a las 19:00.” + dirección dicha → ✅ Confirmada y crear evento.\n- Agente: “Queda para el jueves a las 19:00, ¿correcto?” Usuario: (silencio) → ❌ No confirmado.\n"
},
"promptType": "define"
},
"typeVersion": 1.7
},
{
"id": "e7d4003b-97dc-4839-9886-021ff1f0f3e5",
"name": "Gemini 2.0 Flash 2",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
-1232,
2688
],
"parameters": {
"options": {}
},
"credentials": {
"googlePalmApi": {
"id": "Pz5rkKL1ZRGrSYoQ",
"name": "key studio google"
}
},
"typeVersion": 1
},
{
"id": "07d76d6b-97e0-44c3-aa6e-1de1b6be8a76",
"name": "Notify Success",
"type": "n8n-nodes-base.telegram",
"position": [
-944,
2448
],
"webhookId": "9275ea18-e94f-4a3a-86f4-fb02b92f3fe0",
"parameters": {
"text": "=\n{{ $json.output }}",
"chatId": "=245284777",
"additionalFields": {}
},
"credentials": {
"telegramApi": {
"id": "Yz85NEO7PkLjqZYt",
"name": "agentsocialmediaAIbot"
}
},
"typeVersion": 1.1
},
{
"id": "0394bc79-5900-43fb-a8f6-f26d6c31a9cb",
"name": "Get an event in Google カレンダー",
"type": "n8n-nodes-base.googleCalendarTool",
"position": [
-672,
1648
],
"parameters": {
"eventId": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Event_ID', `Ver si hay disponibilidad ese día y hora en el calendario`, 'string') }}",
"options": {},
"calendar": {
"__rl": true,
"mode": "list",
"value": "bfbpki3lq30nv2hs07kdrudmco@group.calendar.google.com",
"cachedResultName": "alpa y muton"
},
"operation": "get"
},
"credentials": {
"googleCalendarOAuth2Api": {
"id": "YGoukaJSksnL1Jfq",
"name": "Google Calendar account jc.caverogracia"
}
},
"typeVersion": 1.3
},
{
"id": "5bb4a072-bfa9-4769-a902-bbadf2e8e179",
"name": "構造化出力パーサー",
"type": "@n8n/n8n-nodes-langchain.outputParserStructured",
"position": [
-544,
1552
],
"parameters": {
"autoFix": true,
"jsonSchemaExample": "{\n \"from_number\": \"+34949960018\",\n \"to_number\": \"complete_llm\",\n \"retell_llm_dynamic_variables\": {\n \"direccion\": \"complete_llm\",\n \"slots_disponibles\": \"complete_llm\"\n }\n}"
},
"typeVersion": 1.3
},
{
"id": "d2515717-c624-4eec-ab39-4bde25c452e1",
"name": "Google Gemini チャットモデル",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
-544,
1728
],
"parameters": {
"options": {}
},
"credentials": {
"googlePalmApi": {
"id": "Pz5rkKL1ZRGrSYoQ",
"name": "key studio google"
}
},
"typeVersion": 1
},
{
"id": "c3887391-2f0f-4d7d-8ad1-dbcc6390f312",
"name": "フィルター",
"type": "n8n-nodes-base.filter",
"position": [
-1424,
2464
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "e970c523-87ca-43f2-8eb8-6cb3a4811b95",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.body.event }}",
"rightValue": "call_ended"
}
]
}
},
"typeVersion": 2.2
},
{
"id": "a9f6708f-7028-4a5f-9dfe-3e188a3b7d20",
"name": "Create an event in Google カレンダー",
"type": "n8n-nodes-base.googleCalendarTool",
"position": [
-1088,
2704
],
"parameters": {
"end": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('End', ``, 'string') }}",
"start": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Start', ``, 'string') }}",
"calendar": {
"__rl": true,
"mode": "list",
"value": "bfbpki3lq30nv2hs07kdrudmco@group.calendar.google.com",
"cachedResultName": "alpa y muton"
},
"additionalFields": {
"summary": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Summary', ``, 'string') }}",
"attendees": [
"alessiapavone1991@gmail.com",
"jc.caverogracia@gmail.com"
],
"description": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Description', ``, 'string') }}"
},
"useDefaultReminders": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Use_Default_Reminders', ``, 'boolean') }}"
},
"credentials": {
"googleCalendarOAuth2Api": {
"id": "YGoukaJSksnL1Jfq",
"name": "Google Calendar account jc.caverogracia"
}
},
"typeVersion": 1.3
},
{
"id": "4e18400a-65d1-4951-91b1-5cf142396ca6",
"name": "Telegram トリガー",
"type": "n8n-nodes-base.telegramTrigger",
"position": [
-1696,
1680
],
"webhookId": "ea1688c0-4e5b-4439-b21e-054c1ceb2aa9",
"parameters": {
"updates": [
"message"
],
"additionalFields": {}
},
"credentials": {
"telegramApi": {
"id": "Yz85NEO7PkLjqZYt",
"name": "agentsocialmediaAIbot"
}
},
"typeVersion": 1.2
},
{
"id": "ee853319-7d74-44c2-bde1-6d9be7ce3d33",
"name": "Send a text message",
"type": "n8n-nodes-base.telegram",
"position": [
-1488,
1680
],
"webhookId": "0ffac095-d83a-48ff-96e8-9fb3223634d2",
"parameters": {
"text": "Comenzando llamada",
"chatId": "={{ $json.message.chat.id }}",
"additionalFields": {}
},
"credentials": {
"telegramApi": {
"id": "Yz85NEO7PkLjqZYt",
"name": "agentsocialmediaAIbot"
}
},
"typeVersion": 1.2
},
{
"id": "be55dfc4-a7b5-483c-8701-9c8163ffb13f",
"name": "Gemini 2.0 Flash1",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
-768,
2144
],
"parameters": {
"options": {}
},
"credentials": {
"googlePalmApi": {
"id": "Pz5rkKL1ZRGrSYoQ",
"name": "key studio google"
}
},
"typeVersion": 1
},
{
"id": "8d309cbf-b0b6-4598-a28b-024c5ff7154d",
"name": "Retell Create Call1",
"type": "n8n-nodes-base.httpRequest",
"position": [
-224,
1904
],
"parameters": {
"url": "https://api.retellai.com/v2/create-phone-call",
"method": "POST",
"options": {},
"jsonBody": "={{ $json.output }}",
"sendBody": true,
"sendHeaders": true,
"specifyBody": "json",
"authentication": "genericCredentialType",
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "Content-Type",
"value": "application/json"
}
]
}
},
"credentials": {
"httpHeaderAuth": {
"id": "0BDVybffgPLfET7n",
"name": "retelai"
}
},
"typeVersion": 4.2
},
{
"id": "acaf744a-3e24-4e79-9d12-eb75b8f3eb9f",
"name": "Get an event in Google カレンダー1",
"type": "n8n-nodes-base.googleCalendarTool",
"position": [
-656,
2176
],
"parameters": {
"eventId": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Event_ID', `Ver si hay disponibilidad ese día y hora en el calendario`, 'string') }}",
"options": {},
"calendar": {
"__rl": true,
"mode": "list",
"value": "bfbpki3lq30nv2hs07kdrudmco@group.calendar.google.com",
"cachedResultName": "alpa y muton"
},
"operation": "get"
},
"credentials": {
"googleCalendarOAuth2Api": {
"id": "YGoukaJSksnL1Jfq",
"name": "Google Calendar account jc.caverogracia"
}
},
"typeVersion": 1.3
},
{
"id": "76c3d2af-9370-4614-8319-b733a0ffedb4",
"name": "構造化出力パーサー1",
"type": "@n8n/n8n-nodes-langchain.outputParserStructured",
"position": [
-544,
2160
],
"parameters": {
"autoFix": true,
"jsonSchemaExample": "{\n \"from_number\": \"+34949960018\",\n \"to_number\": \"complete_llm\",\n \"override_agent_id\": \"agent_6f8860a113d84673ea6e52cfe2\",\n \"retell_llm_dynamic_variables\": {\n \"num_personas\": \"complete_llm\",\n \"hora_deseada\": \"complete_llm\"\n }\n}"
},
"typeVersion": 1.3
},
{
"id": "7d88c75e-a24c-4d31-9401-8192442e8780",
"name": "Google Gemini チャットモデル1",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
-544,
2272
],
"parameters": {
"options": {}
},
"credentials": {
"googlePalmApi": {
"id": "Pz5rkKL1ZRGrSYoQ",
"name": "key studio google"
}
},
"typeVersion": 1
},
{
"id": "d3abfa2a-6f9a-4ba6-bbfc-a93ab1b0d4db",
"name": "AI エージェント Reserva Restaurantes",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
-704,
2016
],
"parameters": {
"text": "=Eres un asistente experto en reservar mesa en restaurantes\n\n**Comando recibido:** {{ $('Telegram Trigger').item.json.message.text }}\n\n**Tu tarea:**\n1. **Extraer datos del comando** `/cita <telefono> [direccion] [notas]`\n - Normaliza el teléfono a formato E.164 español (+34XXXXXXXXX)\n - Valida que sea móvil español (6,7,8,9 + 8 dígitos)\n - Extrae número de personas y la hora deseada\n\n\n2. **Preparar llamada con Retell AI:**\n - Teléfono destino: el extraído del comando\n - Genera un prompt natural para el agente de voz:\n * Solicitar visita al piso en [dirección]\n * Proponer los 3 slots disponibles\n * Confirmar: dirección\n * Ser breve y profesional\n - Incluir metadata: chatId, direccion, intentos:0\n\n3. **Devolver JSON** para hacer la llamada:\n```json\n{\n \"from_number\": \"+34949960018\",\n \"to_number\": \"complete_llm\",\n \"override_agent_id\": \"agent_6f8860a113d84673ea6e52cfe2\",\n \"retell_llm_dynamic_variables\": {\n \"num_personas\": \"complete_llm\",\n \"hora_deseada\": \"complete_llm\"\n }\n}\n```\n\n\n**Timezone:** Europe/Madrid\n**Fecha actual:** {{ $now.toISO() }}",
"options": {
"systemMessage": "Eres un asistente de IA experto en scheduling y automatización. Usas herramientas para obtener datos de calendarios y generar llamadas telefónicas. Siempre devuelves JSON válido y bien estructurado."
},
"promptType": "define",
"hasOutputParser": true
},
"retryOnFail": true,
"typeVersion": 1.7
},
{
"id": "e4308412-51fe-4f44-8fe3-5b3f5a0feb2f",
"name": "スイッチ",
"type": "n8n-nodes-base.switch",
"position": [
-1280,
1680
],
"parameters": {
"rules": {
"values": [
{
"outputKey": "pisos",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "7fafd93a-8ce4-4ddd-a983-4e3934efe1bb",
"operator": {
"type": "string",
"operation": "notStartsWith"
},
"leftValue": "={{ $('Telegram Trigger').item.json.message.text }}",
"rightValue": "/reserva"
}
]
},
"renameOutput": true
},
{
"outputKey": "Reserva restaurante",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "611dbffc-c663-48c9-9e10-c045f26f4505",
"operator": {
"type": "string",
"operation": "startsWith"
},
"leftValue": "={{ $('Telegram Trigger').item.json.message.text }}",
"rightValue": "/reserva"
}
]
},
"renameOutput": true
}
]
},
"options": {}
},
"typeVersion": 3.2
},
{
"id": "199a1023-342c-48c9-9851-e313a22ac3f6",
"name": "設定up Notes1",
"type": "n8n-nodes-base.stickyNote",
"position": [
-2464,
1744
],
"parameters": {
"width": 608,
"height": 624,
"content": "**QUICK SETUP: RetellAI, Telegram & Google Calendar**\n\n**1. RetellAI (Voice Calling)**\n - Create an agent at Retell.ai and get your API Key.\n - In n8n, create \"HTTP Bearer YOUR_TOKEN_HERE\" credentials with that API key.\n - Assign the credentials to the `Retell Create Call` nodes.\n - In RetellAI, set the webhook to point to your `Retell Webhook` node's URL.\n - Set your outbound phone number (`from_number`).\n\n**2. Telegram (Bot)**\n - Create a bot with @BotFather to get the token.\n - In n8n, create \"Telegram API\" credentials with the token.\n - Assign the credentials to the Telegram nodes.\n - Get your Chat ID by starting a conversation with the bot and use it where needed (e.g., `Notify Success`).\n\n**3. Google Calendar**\n - In Google Cloud, enable the Google Calendar API and create OAuth 2.0 credentials.\n - Add the n8n callback URL to the authorized redirect URIs.\n - In n8n, create and authorize \"Google Calendar OAuth2 API\" credentials.\n - Replace the sample Calendar ID with yours in the calendar nodes.\n\n**Final Checklist:**\n- [ ] Replace all sample data (IDs, phone numbers).\n- [ ] Run a full test by sending a command from Telegram.\n- [ ] Adjust the timezone if necessary."
},
"typeVersion": 1
},
{
"id": "cd2945c3-53e9-4abe-8e7b-0d2cba4b9037",
"name": "セクション: トリガー",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1728,
1584
],
"parameters": {
"width": 200,
"height": 288,
"content": "**Triggers**\n- Telegram Trigger"
},
"typeVersion": 1
},
{
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}よくある質問
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上級 - 個人の生産性, AIチャットボット
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このワークフローは完全無料です。ただし、ワークフローで使用するサードパーティサービス（OpenAI APIなど）は別途料金が発生する場合があります。
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213 ノードElectrabot
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難易度
上級
ノード数28
カテゴリー2
ノードタイプ11
作成者
Juan Carlos Cavero Gracia
@carlosgraciaFollow me in linkedin: https://www.linkedin.com/in/juan-carlos-cavero-gracia/
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