Automatización de prospección de socios comerciales con Google Maps, GPT-4 y WhatsApp
Este es unAI Chatbot, Multimodal AIflujo de automatización del dominio deautomatización que contiene 64 nodos.Utiliza principalmente nodos como If, Set, Code, Wait, Limit. Automatización de la expansión de socios comerciales con Google Maps, GPT-4 y WhatsApp
- •Credenciales de API de Google Drive
- •Pueden requerirse credenciales de autenticación para la API de destino
- •Credenciales de API de Google Sheets
- •Clave de API de OpenAI
- •Información de conexión de la base de datos PostgreSQL
- •Clave de API de Pinecone
Nodos utilizados (64)
Categoría
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"Email": "={{ $json.emails[0] || \"not found\" }}",
"State": "={{ $json.state || \"not found\" }}",
"Title": "={{ $json.title }}",
"Address": "={{ $json.address }}",
"Website": "={{ $json.domain || \"not found\" }}",
"Category": "={{ $json.categoryName }}",
"Facebook": "={{ $json.facebooks[0] || \"not found\" }}",
"Linkedin": "={{ $json.linkedIns[0] || \"not found\" }}",
"Place Id": "={{ $json.placeId }}",
"Instagram": "={{ $json.instagrams[0] || \"not found\" }}",
"Company name": "=",
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{
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"operation": "exists",
"singleValue": true
},
"leftValue": "={{ $json['Phone Number'] }}",
"rightValue": ""
}
]
},
"looseTypeValidation": true
},
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{
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"name": "Agente de IA para Manejo de Respuestas",
"type": "@n8n/n8n-nodes-langchain.agent",
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"parameters": {
"text": "={{ $json.message }}",
"options": {
"systemMessage": "=[Yourcompany] Sales Assistant - Siska (Reply Handler)\nYou are \"Siska\" from [Yourcompany], handling replies from potential partners after opening messages have been sent.\nConversation Flow Analysis\nAnalyze replies and follow the appropriate flow:\n1. Partner Directly Provides PIC Contact\nDetection: Reply contains name, position, phone number, or contact email\nResponse: \"Thank you for the information! Our sales team will directly contact [PIC name] to discuss further cooperation.\"\nAction: Save contact to database using append tool\n2. Partner Asks About Partnership Format\nDetection: Questions like \"what kind of partnership?\", \"how does the cooperation work?\", \"what's being offered?\"\nResponse: Explain casually using knowledge base:\n\"Oh, so here's how it works... we provide vending machines for powerbank rental at your location. So customers who need to charge their phones can directly rent powerbanks from our machine.\nBy the way, are you the one handling partnerships here? Or is there a specific PIC who usually manages partnerships like this?\"\n3. Partner Requests Proposal\nDetection: Requests like \"send proposal first\", \"can you email the proposal?\", \"do you have a company profile?\"\nResponse: \"Alright, we'll send the proposal shortly. Thank you for your interest in partnering with ReCharge!\"\nAction: Note proposal request\n4. Partner Agrees to Meeting/Call\nDetection: Positive responses like \"yes, that's fine\", \"it can be explained\", \"please call\"\nResponse: \"Great! We can meet in person to explain in more detail. When would be a good time for you?\"\nAction: Note willingness for offline meeting\n5. Identifying the Right PIC\n\nIf speaking with the right PIC: Offer offline meeting\nIf not the right PIC: \"I see, so who would be the PIC who usually handles partnerships or cooperation here? So I can coordinate directly with the person in charge.\"\n\n6. Partner Not Interested/Declining\nDetection: Rejections like \"not interested\", \"don't need it\", \"not currently needed\"\nResponse: \"Thank you for your time. If you ever need partnership opportunities in the future, don't hesitate to contact us!\"\nTools Usage:\n\nPinecone: Use to explain ReCharge cooperation details\nGoogle Sheets: Use ONLY when receiving PIC contact or partnership info. Data format:\n\nPlace: Company/location name (from previous conversation context)\nname: PIC name\ntitle: PIC position\nphone_number: PIC phone number\n\n\n\nData Context:\n\nALWAYS remember company/location name from previous messages in conversation history\nIf not available in history, ask \"Sorry, is this for partnership with which company/location?\"\n\nResponse Guidelines:\n\nAlways use polite and professional Indonesian language\nUse line breaks for better readability\nMatch the partner's energy level\nFocus on clear next steps\n\nImportant Notes:\n\nDon't over-explain if partner has already provided contact\nAlways confirm the next action to be taken\nMaintain friendly but professional tone"
},
"promptType": "define"
},
"typeVersion": 2
},
{
"id": "094266f6-0115-488d-8efc-84ca507d0241",
"name": "Generador de Mensajes Salientes",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
960,
1408
],
"parameters": {
"text": "=company name: {{ $('Get Outbound Candidates').item.json.Title }}\n\nAddress: {{ $('Get Outbound Candidates').item.json.Address }}",
"options": {
"systemMessage": "=# ReCharge Outbound Message Initiator - Jessica\n\nYou are \"Jessica\", a sales representative from [Yourcompany]. Your task is to generate the initial outbound message for cold outreach to potential partners.\n\n## Your Role:\nGenerate a personalized greeting message in Indonesian for starting conversations with potential business partners.\n\n## Message Template:\nAlways use this exact format:\n\"Halo Selamat [waktu], \n\nPerkenalkan saya Siska dari [Yourcompany]. Salam kenal. \n\nSaya ingin bertanya kalau saya ingin bekerjasama dengan [nama lokasi/brand] saya bisa kontak kebagian apa?\"\n\n## Instructions:\n- Replace [waktu] with appropriate time greeting:\n * Pagi (06:00-11:59)\n * Siang (12:00-17:59) \n * Sore (18:00-23:59)\n- Replace [nama lokasi/brand] with the business name from the input data\n- This is ONLY for the initial outbound message\n- Keep the message professional and friendly\n- Do not engage in conversation - just deliver the opening message\n\n## Important Notes:\n- This session will be stored using the phone number as session key\n- Reply handling will be managed by a separate workflow\n- Do not access knowledge base for this simple greeting\n- Focus only on generating the opening message"
},
"promptType": "define"
},
"typeVersion": 2
},
{
"id": "ae6b7c14-c225-40be-ab23-e07197c29e95",
"name": "LLM para Manejo de Respuestas",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
192,
2112
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4.1-mini"
},
"options": {}
},
"credentials": {
"openAiApi": {
"id": "1HtrtVva93jpyBdb",
"name": "Recharge"
}
},
"typeVersion": 1.2
},
{
"id": "ebfb929e-c163-43ba-bc79-f81e592c1b0e",
"name": "LLM para Mensajes Salientes",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
944,
1552
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4.1-mini"
},
"options": {}
},
"credentials": {
"openAiApi": {
"id": "1HtrtVva93jpyBdb",
"name": "Recharge"
}
},
"typeVersion": 1.2
},
{
"id": "648673dc-cb91-4072-8f9b-622cf8633ddf",
"name": "Enriquecimiento de Datos Comerciales",
"type": "n8n-nodes-base.perplexity",
"position": [
736,
1072
],
"parameters": {
"model": "sonar-pro",
"options": {},
"messages": {
"message": [
{
"role": "system",
"content": "=You are a web-grounded data enricher for Indonesian business listings. Your job is to search the live web, cross-verify facts, and fill missing fields with high precision and source citations. Follow these rules strictly:\n\nScope & Matching\n\nTarget entity is a physical place (Google Maps Place). Match using: name, full address, city/state, category, and any official brand owner. Prefer sources that show the exact address or a clear “official” site/social of the venue.\n\nIf there’s any doubt (similar mall names/brands), treat as ambiguous and return null with a note; do not guess.\n\nResearch Requirements\n\nUse multiple reputable sources (official site, official social profiles, Google Business/Maps, authoritative news or operator/brand pages).\n\nPrefer the official website of the venue/brand/operator over directories. If no website exists but an official Instagram or Facebook page exists, you may use that as website only if it’s clearly the official presence of the venue.\n\nExtract public contact email and phone (published for customers). Don’t invent generic addresses (e.g., info@...) unless it is explicitly listed.\n\nNormalization\n\nwebsite: canonical HTTPS URL, strip tracking params, no URL shorteners, no generic domains like just instagram.com—use the page URL (e.g., https://www.instagram.com/livingworlddenpasar/).\n\nphone_number: E.164 with Indonesia code, e.g., +62361xxxxxxx or +628xx... for mobiles. Remove spaces/dashes.\n\nemail: lowercase, single address (prefer the most official/general contact).\n\ninstagram, facebook, linkedin: full canonical profile/page URLs (no querystrings).\n\nKeep all other provided fields as-is unless obviously misspelled (don’t “fix” names).\n\nOutput Contract (strict)\nReturn only JSON, no prose. Use this exact shape:\n\n{\n \"row_number\": <number>,\n \"place_id\": \"<string>\",\n \"title\": \"<string>\",\n \"category\": \"<string>\",\n \"city\": \"<string>\",\n \"state\": \"<string>\",\n \"address\": \"<string>\",\n \"company_name\": \"<string|null>\",\n \"website\": \"<string|null>\",\n \"email\": \"<string|null>\",\n \"phone_number\": \"<string|null>\",\n \"instagram\": \"<string|null>\",\n \"facebook\": \"<string|null>\",\n \"linkedin\": \"<string|null>\",\n \"review_count\": <number|null>,\n \"average_stars\": <number|null>,\n \"enriched\": \"yes\",\n \"sources\": {\n \"company_name\": [\"<url>\", \"...\"],\n \"website\": [\"<url>\", \"...\"],\n \"email\": [\"<url>\", \"...\"],\n \"phone_number\": [\"<url>\", \"...\"],\n \"instagram\": [\"<url>\", \"...\"],\n \"facebook\": [\"<url>\", \"...\"],\n \"linkedin\": [\"<url>\", \"...\"]\n },\n \"confidence\": {\n \"company_name\": 0.0,\n \"website\": 0.0,\n \"email\": 0.0,\n \"phone_number\": 0.0,\n \"instagram\": 0.0,\n \"facebook\": 0.0,\n \"linkedin\": 0.0\n },\n \"notes\": \"<short explanation of any ambiguities or choices; empty string if none>\"\n}\n\n\nScoring & Nulls\n\nEach confidence is 0.0–1.0. Use ≤0.6 if inferred from indirect/secondary sources; ≥0.8 if confirmed on the official site or multiple agreeing sources.\n\nIf not found or ambiguous, set the field to null, provide a short reason in notes, and still include the most relevant sources you checked.\n\nFormatting\n\nOutput must be valid JSON and only that JSON. No markdown code fences in the final answer to the user."
},
{
"content": "=Enrich the following venue record. Research the live web (both Indonesian and English sources), fill any missing fields, normalize as specified, cite sources, and return only the JSON object defined in the schema. If any field can’t be verified confidently, return null and explain briefly in notes.\n\n{\n \"row_number\": {{ $json.row_number }},\n \"place_id\": {{ JSON.stringify($json['Place Id'] ?? null) }},\n \"title\": {{ JSON.stringify($json.Title ?? null) }},\n \"category\": {{ JSON.stringify($json.Category ?? null) }},\n \"city\": {{ JSON.stringify($json.City ?? null) }},\n \"state\": {{ JSON.stringify($json.State ?? null) }},\n \"address\": {{ JSON.stringify($json.Address ?? null) }},\n \"company_name\": null,\n \"website\": {{ JSON.stringify($json.Website ?? null) }},\n \"email\": {{ JSON.stringify($json.Email ?? null) }},\n \"phone_number\": {{ JSON.stringify($json['Phone Number'] ?? null) }},\n \"instagram\": {{ JSON.stringify($json.Instagram ?? null) }},\n \"facebook\": {{ JSON.stringify($json.Facebook ?? null) }},\n \"linkedin\": {{ JSON.stringify($json.Linkedin ?? null) }},\n \"review_count\": {{ $json['Review Count'] }},\n \"average_stars\": {{ $json['Average Stars'] }}\n}\n\nImportant:\nReplace placeholder/invalid values (like \"instagram.com\", \"not found\") with either a normalized value or null.\nKeep row_number, place_id, title, category, city, state, address, review_count, and average_stars unless you find a definitive correction on an official source—if corrected, explain in notes.\nReturn only JSON, no markdown."
}
]
},
"requestOptions": {}
},
"credentials": {
"perplexityApi": {
"id": "ehKjRIzdruqK7qdG",
"name": "Recharge"
}
},
"typeVersion": 1
},
{
"id": "a3f4bee9-0ff4-4587-b3f7-3ac3db25fefd",
"name": "Descargar Documento de Conocimiento",
"type": "n8n-nodes-base.googleDrive",
"position": [
1520,
736
],
"parameters": {
"fileId": {
"__rl": true,
"mode": "list",
"value": "13YClv41pt53diWxfd69pMo4lMlFL6-BlF2UHrGLv3SA",
"cachedResultUrl": "https://docs.google.com/document/d/13YClv41pt53diWxfd69pMo4lMlFL6-BlF2UHrGLv3SA/edit?usp=drivesdk",
"cachedResultName": "RC - Knowledge Docs"
},
"options": {},
"operation": "download"
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "fuHkhehnD5D9woJc",
"name": "email d1"
}
},
"typeVersion": 3
},
{
"id": "ef12e3bb-2179-454b-9a1b-19321d190a6e",
"name": "Analizar Documento vía LlamaIndex",
"type": "n8n-nodes-base.httpRequest",
"position": [
1344,
960
],
"parameters": {
"url": "https://api.cloud.llamaindex.ai/api/v1/parsing/upload",
"method": "POST",
"options": {},
"sendBody": true,
"contentType": "multipart-form-data",
"sendHeaders": true,
"authentication": "genericCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "file",
"parameterType": "formBinaryData",
"inputDataFieldName": "data"
}
]
},
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "accept",
"value": "application/json"
}
]
}
},
"credentials": {
"httpHeaderAuth": {
"id": "yWZbJyI6bjl8ofdj",
"name": "LLamaIndex"
}
},
"typeVersion": 4.2
},
{
"id": "cc16d612-fb94-45b1-95c4-3cc819cc92f8",
"name": "Monitorear Procesamiento de Documento",
"type": "n8n-nodes-base.httpRequest",
"position": [
1568,
960
],
"parameters": {
"url": "=https://api.cloud.llamaindex.ai/api/v1/parsing/job/{{ $json.id }}",
"options": {},
"sendHeaders": true,
"authentication": "genericCredentialType",
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "accept",
"value": "application/json"
}
]
}
},
"credentials": {
"httpHeaderAuth": {
"id": "yWZbJyI6bjl8ofdj",
"name": "LLamaIndex"
}
},
"typeVersion": 4.2
},
{
"id": "298ea1b3-98f6-4313-93c0-cc7a2ba570fe",
"name": "Verificar Completitud de Análisis",
"type": "n8n-nodes-base.if",
"position": [
1776,
960
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "921ff875-817d-47fd-bd47-530ebdc21902",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.status }}",
"rightValue": "SUCCESS"
}
]
}
},
"typeVersion": 2.2
},
{
"id": "8b006db9-519f-4ae0-af21-14ec4bca65d8",
"name": "Esperar antes de Revisar Estado",
"type": "n8n-nodes-base.wait",
"position": [
2000,
976
],
"webhookId": "92fa8df2-5959-4461-ab7b-416829f9ec56",
"parameters": {
"amount": 10
},
"typeVersion": 1.1
},
{
"id": "8b4ab5ef-4d45-4ce0-88b5-d98d6af77366",
"name": "Recuperar Contenido Analizado",
"type": "n8n-nodes-base.httpRequest",
"position": [
2016,
784
],
"parameters": {
"url": "=https://api.cloud.llamaindex.ai/api/v1/parsing/job/{{ $json.id }}/result/markdown",
"options": {},
"sendHeaders": true,
"authentication": "genericCredentialType",
"genericAuthType": "httpHeaderAuth",
"headerParameters": {
"parameters": [
{
"name": "accept",
"value": "application/json"
}
]
}
},
"credentials": {
"httpHeaderAuth": {
"id": "yWZbJyI6bjl8ofdj",
"name": "LLamaIndex"
}
},
"typeVersion": 4.2
},
{
"id": "a9de398c-76fd-4b8d-af8b-6ca68c626c5a",
"name": "Almacenar Incrustaciones de Conocimiento",
"type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
"position": [
2240,
784
],
"parameters": {
"mode": "insert",
"options": {
"pineconeNamespace": "RechargeKnowledge"
},
"pineconeIndex": {
"__rl": true,
"mode": "list",
"value": "n8n-recharge",
"cachedResultName": "n8n-recharge"
}
},
"credentials": {
"pineconeApi": {
"id": "6blFBkVF9ypi8cAI",
"name": "Rechargenewapikey"
}
},
"typeVersion": 1.3
},
{
"id": "0c0db18f-7204-4f0e-bd0c-9bd4376c1f80",
"name": "Consultar Base de Conocimiento",
"type": "@n8n/n8n-nodes-langchain.vectorStorePinecone",
"position": [
656,
2016
],
"parameters": {
"mode": "retrieve-as-tool",
"topK": 10,
"options": {
"pineconeNamespace": "recharge knowledge"
},
"useReranker": true,
"pineconeIndex": {
"__rl": true,
"mode": "list",
"value": "n8n-recharge",
"cachedResultName": "n8n-recharge"
},
"toolDescription": "you can get information about recharge from this vector store",
"includeDocumentMetadata": false
},
"credentials": {
"pineconeApi": {
"id": "6blFBkVF9ypi8cAI",
"name": "Rechargenewapikey"
}
},
"typeVersion": 1.3
},
{
"id": "f87ee941-52ef-44e9-bb24-fac525921041",
"name": "Memoria de Conversación de Respuesta",
"type": "@n8n/n8n-nodes-langchain.memoryPostgresChat",
"position": [
368,
2112
],
"parameters": {
"tableName": "[Yourcompany]chathistories",
"sessionKey": "={{ $('Extract WhatsApp Session Data').item.json.session }}",
"sessionIdType": "customKey",
"contextWindowLength": 20
},
"credentials": {
"postgres": {
"id": "I2V3PQ8pGBvAG5QR",
"name": "Neon - Recharge"
}
},
"typeVersion": 1.3
},
{
"id": "3d5289af-d373-4ce6-8727-d1ec5f1d5867",
"name": "Memoria de Conversación Saliente",
"type": "@n8n/n8n-nodes-langchain.memoryPostgresChat",
"position": [
1104,
1552
],
"parameters": {
"tableName": "[Yourcompany]ChatHistories",
"sessionKey": "={{ $('Prepare Outbound Session Data').item.json.session }}",
"sessionIdType": "customKey",
"contextWindowLength": 20
},
"credentials": {
"postgres": {
"id": "I2V3PQ8pGBvAG5QR",
"name": "Neon - Recharge"
}
},
"typeVersion": 1.3
},
{
"id": "8760cfdd-6c98-4ab3-80e8-e27b7e0afe11",
"name": "Modelo de Incrustaciones de Conocimiento",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
2224,
1024
],
"parameters": {
"model": "text-embedding-3-large",
"options": {}
},
"credentials": {
"openAiApi": {
"id": "1HtrtVva93jpyBdb",
"name": "Recharge"
}
},
"typeVersion": 1.2
},
{
"id": "6f6cab58-9ba5-4fb0-a24c-644f15f854c6",
"name": "Modelo de Incrustaciones de Consulta",
"type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
"position": [
752,
2112
],
"parameters": {
"model": "text-embedding-3-large",
"options": {}
},
"credentials": {
"openAiApi": {
"id": "1HtrtVva93jpyBdb",
"name": "Recharge"
}
},
"typeVersion": 1.2
},
{
"id": "f284d3e6-b0bf-47fb-a535-5119e69f9e4d",
"name": "Reclasificador de Resultados de Búsqueda",
"type": "@n8n/n8n-nodes-langchain.rerankerCohere",
"position": [
928,
2112
],
"parameters": {
"modelName": "rerank-multilingual-v3.0"
},
"credentials": {
"cohereApi": {
"id": "9zpR9HJeSI6Nah6l",
"name": "Recharge Indo"
}
},
"typeVersion": 1
},
{
"id": "1f62db90-540c-4832-8953-ca7a19fde69c",
"name": "Cargador de Contenido de Documento",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
2368,
896
],
"parameters": {
"options": {},
"textSplittingMode": "custom"
},
"typeVersion": 1.1
},
{
"id": "05e0775e-8fcf-489b-b3f1-3315bc9b3fac",
"name": "Procesador de Fragmentos de Texto",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
2416,
1024
],
"parameters": {
"options": {},
"chunkOverlap": 200
},
"typeVersion": 1
},
{
"id": "c248ae60-25a7-47bb-a540-097b8e6218a5",
"name": "Dividir Registros para Procesamiento",
"type": "n8n-nodes-base.splitOut",
"position": [
560,
1072
],
"parameters": {
"options": {},
"fieldToSplitOut": "=Place Id, Title, Category, City, State, Address, Company name, Website, Email, Phone Number, Instagram, Facebook, Linkedin, Review Count, Average Stars, enriched"
},
"typeVersion": 1
},
{
"id": "fc79b84c-0f7f-4a31-97ad-79bf05213428",
"name": "Analizar Respuesta de Enriquecimiento",
"type": "n8n-nodes-base.code",
"position": [
880,
1072
],
"parameters": {
"jsCode": "/**\n * n8n Code node (JavaScript)\n * Input : items dari HTTP Request (Perplexity chat/completions)\n * Output: HANYA kolom spreadsheet (tanpa meta _sources/_confidence/_notes/_raw_enriched_json)\n */\n\nfunction pickBody(payload) {\n // HTTP node kadang return \"Full Response\" (punya key 'body')\n if (payload && typeof payload === 'object' && payload.body !== undefined) {\n return payload.body;\n }\n return payload;\n}\n\nfunction firstOrSelf(v) {\n return Array.isArray(v) ? (v[0] ?? null) : v;\n}\n\nfunction extractContent(perp) {\n const c =\n perp?.choices?.[0]?.message?.content ??\n perp?.data?.choices?.[0]?.message?.content ??\n null;\n\n if (typeof c !== 'string') {\n throw new Error('Perplexity response tidak berisi choices[0].message.content (string).');\n }\n\n // bersihin kemungkinan code fences ```json ... ```\n const cleaned = c.trim()\n .replace(/^```(?:json)?\\s*/i, '')\n .replace(/```$/i, '')\n .trim();\n\n let obj;\n try {\n obj = JSON.parse(cleaned);\n } catch (e) {\n throw new Error('Gagal parse JSON dari Perplexity content: ' + e.message + ' | content=' + cleaned.slice(0, 300));\n }\n return obj;\n}\n\nfunction toSheetRow(enriched) {\n // Balikin HANYA kolom yang ada di sheet\n return {\n \"row_number\": enriched?.row_number ?? null,\n \"Place Id\": enriched?.place_id ?? null,\n \"Title\": enriched?.title ?? null,\n \"Category\": enriched?.category ?? null,\n \"City\": enriched?.city ?? null,\n \"State\": enriched?.state ?? null,\n \"Address\": enriched?.address ?? null,\n \"Company name\": (enriched?.company_name ?? null) || null,\n \"Website\": enriched?.website ?? null,\n \"Email\": enriched?.email ?? null,\n \"Phone Number\": enriched?.phone_number ?? null,\n \"Instagram\": enriched?.instagram ?? null,\n \"Facebook\": enriched?.facebook ?? null,\n \"Linkedin\": enriched?.linkedin ?? null,\n \"Review Count\": enriched?.review_count ?? null,\n \"Average Stars\": enriched?.average_stars ?? null,\n \"enriched\": enriched?.enriched ?? \"yes\"\n };\n}\n\nconst results = [];\n\nfor (const item of items) {\n try {\n // 1) Ambil payload utama\n let payload = pickBody(item.json);\n\n // 2) Kalau string, coba parse JSON dulu\n if (typeof payload === 'string') {\n try { payload = JSON.parse(payload); } catch (_) { /* biarin */ }\n }\n\n // 3) Ambil objek pertama kalau payload array\n payload = firstOrSelf(payload);\n\n if (!payload || typeof payload !== 'object') {\n throw new Error('Payload kosong atau bukan object.');\n }\n\n // 4) Ekstrak JSON dari message.content\n const enriched = extractContent(payload);\n\n // 5) Map ke kolom sheet (tanpa meta)\n const row = toSheetRow(enriched);\n\n results.push({ json: row });\n } catch (err) {\n results.push({\n json: {\n _error: true,\n _message: String(err?.message || err)\n }\n });\n }\n}\n\nreturn results;"
},
"typeVersion": 2
},
{
"id": "49b3c664-ac01-45c9-a045-362d0bd171e8",
"name": "Guardar Datos Comerciales Enriquecidos",
"type": "n8n-nodes-base.googleSheets",
"position": [
1056,
1072
],
"parameters": {
"columns": {
"value": {
"City": "={{ $json.City || \"not found\" }}",
"Email": "={{ $json.Email || \"not found\" }}",
"State": "={{ $json.State || \"not found\" }}",
"Title": "={{ $json.Title }}",
"Address": "={{ $json.Address }}",
"Website": "={{ $json.domain || \"not found\" }}",
"Category": "={{ $json.Category }}",
"Facebook": "={{ $json.Facebook || \"not found\" }}",
"Linkedin": "={{ $json.Linkedin || \"not found\" }}",
"Place Id": "={{ $json[\"Place Id\"] }}",
"enriched": "={{ $json.enriched }}",
"Instagram": "={{ $json.Instagram || \"not found\" }}",
"Company name": "={{ $json[\"Company name\"] || \"not found\" }}",
"Phone Number": "={{ $json['Phone Number'] || \"not found\" }}"
},
"schema": [
{
"id": "Place Id",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Place Id",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Title",
"type": "string",
"display": true,
"required": false,
"displayName": "Title",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Category",
"type": "string",
"display": true,
"required": false,
"displayName": "Category",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "City",
"type": "string",
"display": true,
"required": false,
"displayName": "City",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "State",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "State",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Address",
"type": "string",
"display": true,
"required": false,
"displayName": "Address",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Company name",
"type": "string",
"display": true,
"required": false,
"displayName": "Company name",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Website",
"type": "string",
"display": true,
"required": false,
"displayName": "Website",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Email",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Email",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Phone Number",
"type": "string",
"display": true,
"required": false,
"displayName": "Phone Number",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Instagram",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Instagram",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Facebook",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Facebook",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Linkedin",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Linkedin",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Review Count",
"type": "string",
"display": true,
"removed": true,
"required": false,
"displayName": "Review Count",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Average Stars",
"type": "string",
"display": true,
"removed": true,
"required": false,
"displayName": "Average Stars",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "enriched",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "enriched",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [
"Place Id"
],
"attemptToConvertTypes": false,
"convertFieldsToString": false
},
"options": {},
"operation": "appendOrUpdate",
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws/edit#gid=0",
"cachedResultName": "Raw Data"
},
"documentId": {
"__rl": true,
"mode": "list",
"value": "1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws/edit?usp=drivesdk",
"cachedResultName": "Recharge Database"
}
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "g8FvI9bN9Fdqd2sZ",
"name": "email d1"
}
},
"typeVersion": 4.6
},
{
"id": "46debf17-0bee-4cb4-adef-8c5071e0e49b",
"name": "Mostrar Indicador de Escritura - Respuesta",
"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
1856,
1920
],
"parameters": {
"operation": "sendChatPresence",
"phoneNumber": "={{ $('Format Reply Message Data').item.json.number }}"
},
"credentials": {
"goWhatsappApi": {
"id": "qlHDF2q2tx6Rmqyk",
"name": "WA-Jessica"
}
},
"typeVersion": 1,
"alwaysOutputData": false
},
{
"id": "d2135259-dba9-40ca-8892-e6189a8f9a2c",
"name": "Mostrar Indicador de Escritura - Saliente",
"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
1856,
1344
],
"parameters": {
"operation": "sendChatPresence",
"phoneNumber": "={{ $('Format Outbound Message Data').item.json.number }}"
},
"credentials": {
"goWhatsappApi": {
"id": "qlHDF2q2tx6Rmqyk",
"name": "WA-Jessica"
}
},
"typeVersion": 1,
"alwaysOutputData": false
},
{
"id": "949fbd50-3994-4aa1-b720-f99c7947716d",
"name": "Esperar antes de Recibo de Lectura - Respuesta",
"type": "n8n-nodes-base.wait",
"position": [
1584,
1920
],
"webhookId": "ed41f74c-fadc-4c9a-b06c-b2500b6c5980",
"parameters": {
"amount": "={{ Math.random()*5 + 1 }}"
},
"typeVersion": 1.1
},
{
"id": "974de0f2-7b95-4d6a-a0cf-c103b7fb9941",
"name": "Esperar antes de Recibo de Lectura - Saliente",
"type": "n8n-nodes-base.wait",
"position": [
1584,
1344
],
"webhookId": "c17e16f6-c298-4cb1-b57c-9629f94d4ab2",
"parameters": {
"amount": "={{ Math.random()*5 + 1 }}"
},
"typeVersion": 1.1
},
{
"id": "332c0ddf-04c4-4133-9511-a2487616e1cc",
"name": "Simular Retraso de Escritura - Saliente",
"type": "n8n-nodes-base.wait",
"position": [
1584,
1552
],
"webhookId": "23758f37-3e5f-4199-a38c-8ef0ea0c06a0",
"parameters": {
"amount": "={{ Math.random()*5+3 }}"
},
"typeVersion": 1.1
},
{
"id": "295c78f4-0146-421b-b0ae-46045e0328cf",
"name": "Simular Retraso de Escritura - Respuesta",
"type": "n8n-nodes-base.wait",
"position": [
1584,
2112
],
"webhookId": "d06abd8b-1472-47d9-bdf5-3064d2acccff",
"parameters": {
"amount": "={{ Math.random()*5+3 }}"
},
"typeVersion": 1.1
},
{
"id": "46330ff4-38ef-44b9-8630-113b0a6e82c8",
"name": "Marcar Mensaje como Leído - Respuesta",
"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
2160,
1920
],
"parameters": {
"resource": "message",
"messageId": "={{ $json.results.message_id }}",
"operation": "readMessage",
"phoneOrGroupId": "={{ $('Format Reply Message Data').item.json.number }}"
},
"credentials": {
"goWhatsappApi": {
"id": "qlHDF2q2tx6Rmqyk",
"name": "WA-Jessica"
}
},
"typeVersion": 1
},
{
"id": "f5a32fff-8e38-465e-853b-204d53001b0f",
"name": "Marcar Mensaje como Leído - Saliente",
"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
2144,
1344
],
"parameters": {
"resource": "message",
"messageId": "={{ $json.results.message_id }}",
"operation": "readMessage",
"phoneOrGroupId": "={{ $('Format Outbound Message Data').item.json.number }}"
},
"credentials": {
"goWhatsappApi": {
"id": "qlHDF2q2tx6Rmqyk",
"name": "WA-Jessica"
}
},
"typeVersion": 1
},
{
"id": "10c5fcd5-f69c-4d3b-bd9e-3cc7d103596d",
"name": "Detener Indicador de Escritura - Respuesta",
"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
1856,
2112
],
"parameters": {
"operation": "sendChatPresence",
"phoneNumber": "={{ $('Format Reply Message Data').item.json.number }}",
"chatPresenceAction": "stop"
},
"credentials": {
"goWhatsappApi": {
"id": "qlHDF2q2tx6Rmqyk",
"name": "WA-Jessica"
}
},
"typeVersion": 1
},
{
"id": "38280d58-1a6c-4f71-8444-d527b47e984f",
"name": "Detener Indicador de Escritura - Saliente",
"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
1856,
1552
],
"parameters": {
"operation": "sendChatPresence",
"phoneNumber": "={{ $('Format Outbound Message Data').item.json.number }}",
"chatPresenceAction": "stop"
},
"credentials": {
"goWhatsappApi": {
"id": "qlHDF2q2tx6Rmqyk",
"name": "WA-Jessica"
}
},
"typeVersion": 1
},
{
"id": "f77d68c8-4924-4a9a-9019-7888f616683d",
"name": "Enviar Respuesta WhatsApp",
"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
2160,
2112
],
"parameters": {
"message": "={{ $('Format Reply Message Data').item.json.message }}",
"phoneNumber": "={{ $('Format Reply Message Data').item.json.number }}"
},
"credentials": {
"goWhatsappApi": {
"id": "qlHDF2q2tx6Rmqyk",
"name": "WA-Jessica"
}
},
"typeVersion": 1
},
{
"id": "0cb74981-770a-4cf7-bac5-add0f5564c75",
"name": "Enviar Mensaje Saliente WhatsApp",
"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
2144,
1552
],
"parameters": {
"message": "={{ $('Format Outbound Message Data').item.json.message }}",
"phoneNumber": "={{ $('Format Outbound Message Data').item.json.number }}"
},
"credentials": {
"goWhatsappApi": {
"id": "qlHDF2q2tx6Rmqyk",
"name": "WA-Jessica"
}
},
"typeVersion": 1
},
{
"id": "c003b1f5-ab16-459c-9d43-2b943d0ab121",
"name": "Guardar Información de Contacto del Lead",
"type": "n8n-nodes-base.googleSheetsTool",
"position": [
544,
2112
],
"parameters": {
"columns": {
"value": {
"name": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('name', ``, 'string') }}",
"Place": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('Place', ``, 'string') }}",
"title": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('title', ``, 'string') }}",
"phone number": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('phone_number', ``, 'string') }}"
},
"schema": [
{
"id": "Place",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Place",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "data source",
"type": "string",
"display": true,
"removed": true,
"required": false,
"displayName": "data source",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "name",
"type": "string",
"display": true,
"required": false,
"displayName": "name",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "title",
"type": "string",
"display": true,
"required": false,
"displayName": "title",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "email",
"type": "string",
"display": true,
"removed": true,
"required": false,
"displayName": "email",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "phone number",
"type": "string",
"display": true,
"required": false,
"displayName": "phone number",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "linkedin",
"type": "string",
"display": true,
"removed": true,
"required": false,
"displayName": "linkedin",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [],
"attemptToConvertTypes": false,
"convertFieldsToString": false
},
"options": {},
"operation": "append",
"sheetName": {
"__rl": true,
"mode": "list",
"value": 1542739970,
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws/edit#gid=1542739970",
"cachedResultName": "Leads Collected"
},
"documentId": {
"__rl": true,
"mode": "list",
"value": "1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws/edit?usp=drivesdk",
"cachedResultName": "Recharge Database"
},
"descriptionType": "manual",
"toolDescription": "=IMPORTANT: Use this tool ONLY to store PIC contact given by partner or save proposal inquiry. \n\nField to save: \n- Place (location or brand)\n- Name (PIC Name)\n- Title (PIC Title)\n- Phone Number (PIC Phone Number or whatsapp)\n\nMakesure all fields are available. Don't put \"unknown\", \"empty\", or similar things, if not full fields available, ask for the informations"
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "g8FvI9bN9Fdqd2sZ",
"name": "email d1"
}
},
"typeVersion": 4.7
},
{
"id": "064b6908-e5ac-46f3-a94d-45dee80abfe0",
"name": "Marcar como Contactado",
"type": "n8n-nodes-base.googleSheets",
"position": [
2448,
1456
],
"parameters": {
"columns": {
"value": {
"Outreach": "yes",
"Place Id": "={{ $('Limit Outbound Batch Size').item.json['Place Id'] }}"
},
"schema": [
{
"id": "Place Id",
"type": "string",
"display": true,
"removed": false,
"required": false,
"displayName": "Place Id",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Title",
"type": "string",
"display": true,
"required": false,
"displayName": "Title",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Category",
"type": "string",
"display": true,
"required": false,
"displayName": "Category",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "City",
"type": "string",
"display": true,
"required": false,
"displayName": "City",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "State",
"type": "string",
"display": true,
"required": false,
"displayName": "State",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Address",
"type": "string",
"display": true,
"required": false,
"displayName": "Address",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Company name",
"type": "string",
"display": true,
"required": false,
"displayName": "Company name",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Website",
"type": "string",
"display": true,
"required": false,
"displayName": "Website",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Email",
"type": "string",
"display": true,
"required": false,
"displayName": "Email",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Phone Number",
"type": "string",
"display": true,
"required": false,
"displayName": "Phone Number",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Instagram",
"type": "string",
"display": true,
"required": false,
"displayName": "Instagram",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Facebook",
"type": "string",
"display": true,
"required": false,
"displayName": "Facebook",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Linkedin",
"type": "string",
"display": true,
"required": false,
"displayName": "Linkedin",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Review Count",
"type": "string",
"display": true,
"required": false,
"displayName": "Review Count",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Average Stars",
"type": "string",
"display": true,
"required": false,
"displayName": "Average Stars",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "enriched",
"type": "string",
"display": true,
"required": false,
"displayName": "enriched",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Outreach",
"type": "string",
"display": true,
"required": false,
"displayName": "Outreach",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "Respond",
"type": "string",
"display": true,
"required": false,
"displayName": "Respond",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
"id": "row_number",
"type": "number",
"display": true,
"removed": true,
"readOnly": true,
"required": false,
"displayName": "row_number",
"defaultMatch": false,
"canBeUsedToMatch": true
}
],
"mappingMode": "defineBelow",
"matchingColumns": [
"Place Id"
],
"attemptToConvertTypes": false,
"convertFieldsToString": false
},
"options": {},
"operation": "update",
"sheetName": {
"__rl": true,
"mode": "list",
"value": "gid=0",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws/edit#gid=0",
"cachedResultName": "Raw Data"
},
"documentId": {
"__rl": true,
"mode": "list",
"value": "1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws/edit?usp=drivesdk",
"cachedResultName": "Recharge Database"
}
},
"credentials": {
"googleSheetsOAuth2Api": {
"id": "g8FvI9bN9Fdqd2sZ",
"name": "email d1"
}
},
"typeVersion": 4.7
},
{
"id": "7e7d14f8-f8fe-40d5-ae90-f27e3cf5ea24",
"name": "Nota Adhesiva5",
"type": "n8n-nodes-base.stickyNote",
"position": [
2704,
608
],
"parameters": {
"width": 496,
"height": 768,
"content": "# Required Credentials\n\n## 🔑 API Keys & Services\n\n**Google Services**\n- Google Sheets OAuth2 - [Setup Guide](https://console.cloud.google.com/apis/credentials)\n- Google Drive OAuth2 - [Setup Guide](https://console.cloud.google.com/apis/credentials)\n\n**AI & ML Services**\n- OpenAI API - [Get API Key](https://platform.openai.com/api-keys)\n- Pinecone Vector DB - [Get API Key](https://app.pinecone.io/)\n- Cohere Reranker - [Get API Key](https://dashboard.cohere.ai/api-keys)\n- LlamaIndex Cloud - [Get API Key](https://cloud.llamaindex.ai/)\n- Perplexity API - [Get API Key](https://www.perplexity.ai/settings/api)\n\n**Communication**\n- GOWA - [GO Whatsap](https://github.com/aldinokemal/go-whatsapp-web-multidevice)\n- WAHA - [Whatasapp HTTP API](https://waha.devlike.pro/)\n\n**Data Collection**\n- Apify Scraping Service - [Get API Token](https://console.apify.com/account/integrations)\n\n**Database**\n- PostgreSQL/Neon - [Create Database](https://console.neon.tech/)\n\n## 📋 Setup Checklist\n- [ ] All credentials configured in n8n\n- [ ] Google Sheets permissions granted\n- [ ] WhatsApp webhook configured\n- [ ] Pinecone index created: n8n-recharge\n- [ ] PostgreSQL tables: rechargechathistories, RechargeChatHistories"
},
"typeVersion": 1
},
{
"id": "3b611e60-ea00-4509-bf98-6ac802244006",
"name": "Nota Adhesiva8",
"type": "n8n-nodes-base.stickyNote",
"position": [
2704,
1408
],
"parameters": {
"width": 496,
"height": 608,
"content": "# Database Schema & Setup Requirements\n\n## **Google Sheets Structure**\n- **Raw Data Sheet**: Business listings with contact info, social media, ratings\n- **Leads Sheet**: Qualified prospects with PIC details\n\n## **PostgreSQL Tables**\n- **Chat History**: Conversation memory and session management\n- **User Sessions**: WhatsApp number mapping and state tracking\n\n## **Pinecone Configuration**\n- **Vector Index**: Company knowledge base storage\n- **Embeddings**: text-embedding-3-large (3072 dimensions)\n- **Namespaces**: Separate knowledge domains\n\n## **File Storage**\n- **Knowledge Base**: Google Drive document auto-sync\n- **Templates**: Message templates and scripts"
},
"typeVersion": 1
}
],
"pinData": {},
"connections": {
"2f6091cb-7e88-4d01-9786-3cb7ece2c58b": {
"main": [
[],
[
{
"node": "c6769765-1aba-4682-8eaf-bccff2223a4b",
"type": "main",
"index": 0
}
]
]
},
"ae6b7c14-c225-40be-ab23-e07197c29e95": {
"ai_languageModel": [
[
{
"node": "20e00445-9d82-46d2-85f1-48b9c35a000d",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"ebfb929e-c163-43ba-bc79-f81e592c1b0e": {
"ai_languageModel": [
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{
"node": "094266f6-0115-488d-8efc-84ca507d0241",
"type": "ai_languageModel",
"index": 0
}
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}¿Cómo usar este flujo de trabajo?
Copie el código de configuración JSON de arriba, cree un nuevo flujo de trabajo en su instancia de n8n y seleccione "Importar desde JSON", pegue la configuración y luego modifique la configuración de credenciales según sea necesario.
¿En qué escenarios es adecuado este flujo de trabajo?
Avanzado - Chatbot de IA, IA Multimodal
¿Es de pago?
Este flujo de trabajo es completamente gratuito, puede importarlo y usarlo directamente. Sin embargo, tenga en cuenta que los servicios de terceros utilizados en el flujo de trabajo (como la API de OpenAI) pueden requerir un pago por su cuenta.
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Khairul Muhtadin
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