Google Maps, GPT-4, WhatsApp을 사용한 비즈니스 파트너 확장 자동화
고급
이것은AI Chatbot, Multimodal AI분야의자동화 워크플로우로, 64개의 노드를 포함합니다.주로 If, Set, Code, Wait, Limit 등의 노드를 사용하며. Google Maps, GPT-4, WhatsApp을 사용한 비즈니스 파트너 확장 자동화
사전 요구사항
- •Google Drive API 인증 정보
- •대상 API의 인증 정보가 필요할 수 있음
- •Google Sheets API 인증 정보
- •OpenAI API Key
- •PostgreSQL 데이터베이스 연결 정보
- •Pinecone API Key
사용된 노드 (64)
If
Set
Code
Wait
Limit
SplitOut
Perplexity
StickyNote
GoogleDrive
HttpRequest
GoogleSheets
Apify
ManualTrigger
Agent
ScheduleTrigger
GoogleSheetsTool
GoogleDriveTrigger
Gowa
LmChatOpenAi
WahaTrigger
RerankerCohere
EmbeddingsOpenAi
MemoryPostgresChat
VectorStorePinecone
DocumentDefaultDataLoader
TextSplitterRecursiveCharacterTextSplitter
워크플로우 미리보기
노드 연결 관계를 시각적으로 표시하며, 확대/축소 및 이동을 지원합니다
워크플로우 내보내기
다음 JSON 구성을 복사하여 n8n에 가져오면 이 워크플로우를 사용할 수 있습니다
{
"meta": {
"instanceId": "80799738a461abecc25fdcc95f6189e3b19776deff8b13da09e8ba127d0e4c8d",
"templateCredsSetupCompleted": true
},
"nodes": [
{
"id": "3e22ea96-f717-4b7d-9a09-e6ea5fcf63ce",
"name": "메모",
"type": "n8n-nodes-base.stickyNote",
"position": [
1248,
608
],
"parameters": {
"color": 5,
"width": 1420,
"height": 620,
"content": "# Company Knowledge Base Section\n"
},
"typeVersion": 1
},
{
"id": "b7ceebe5-a95c-4da3-b1bf-9922b0befd82",
"name": "메모1",
"type": "n8n-nodes-base.stickyNote",
"position": [
0,
608
],
"parameters": {
"color": 7,
"width": 1232,
"height": 312,
"content": "# Data Scraping & Cleaning Section\n"
},
"typeVersion": 1
},
{
"id": "b3b1e4b1-7991-47d8-9bdc-d0072ee2cb23",
"name": "메모6",
"type": "n8n-nodes-base.stickyNote",
"disabled": true,
"position": [
0,
1808
],
"parameters": {
"color": 4,
"width": 1232,
"height": 468,
"content": "# Reply Handling Section"
},
"typeVersion": 1
},
{
"id": "f7e4e683-aec0-496b-8b99-5819f81be60c",
"name": "메모7",
"type": "n8n-nodes-base.stickyNote",
"disabled": true,
"position": [
0,
1264
],
"parameters": {
"color": 4,
"width": 1232,
"height": 468,
"content": "# Outbound Messaging Section"
},
"typeVersion": 1
},
{
"id": "ffb9d104-ef88-4902-948e-3bea9e948dd2",
"name": "메모2",
"type": "n8n-nodes-base.stickyNote",
"position": [
1248,
1264
],
"parameters": {
"color": 5,
"width": 1420,
"height": 476,
"content": "# Send Message"
},
"typeVersion": 1
},
{
"id": "51d9511d-6c8b-4774-a147-158c2bbcd73a",
"name": "메모4",
"type": "n8n-nodes-base.stickyNote",
"position": [
0,
944
],
"parameters": {
"color": 7,
"width": 1232,
"height": 296,
"content": "# Data Enrichment Section"
},
"typeVersion": 1
},
{
"id": "2238a081-e661-46de-9030-6640039a24c3",
"name": "메모3",
"type": "n8n-nodes-base.stickyNote",
"position": [
1248,
1808
],
"parameters": {
"color": 5,
"width": 1436,
"height": 476,
"content": "# Send Message"
},
"typeVersion": 1
},
{
"id": "2f6091cb-7e88-4d01-9786-3cb7ece2c58b",
"name": "Incoming message",
"type": "@devlikeapro/n8n-nodes-waha.wahaTrigger",
"position": [
-240,
1440
],
"webhookId": "3e46dcc4-3f09-45cd-84b4-ad803688d840",
"parameters": {},
"typeVersion": 202502
},
{
"id": "1be34db3-dba7-4a87-97b3-bb9e4a056749",
"name": "수동 트리거 - Start Scraping",
"type": "n8n-nodes-base.manualTrigger",
"position": [
112,
720
],
"parameters": {},
"typeVersion": 1
},
{
"id": "dc1a18aa-ad2d-49d0-b29d-cda2f5af1338",
"name": "Daily Outbound Schedule",
"type": "n8n-nodes-base.scheduleTrigger",
"position": [
48,
1072
],
"parameters": {
"rule": {
"interval": [
{
"field": "months"
}
]
}
},
"typeVersion": 1.2
},
{
"id": "78110e8e-267c-4bc7-8377-bb81c68eb74b",
"name": "Schedule Outbound message",
"type": "n8n-nodes-base.scheduleTrigger",
"position": [
48,
1440
],
"parameters": {
"rule": {
"interval": [
{}
]
}
},
"typeVersion": 1.2
},
{
"id": "7c63402c-0f59-4d54-8408-f90a1151975b",
"name": "Knowledge Base Updated Trigger",
"type": "n8n-nodes-base.googleDriveTrigger",
"position": [
1328,
736
],
"parameters": {
"pollTimes": {
"item": [
{
"mode": "everyMinute"
}
]
},
"triggerOn": "specificFile",
"fileToWatch": {
"__rl": true,
"mode": "list",
"value": "13YClv41pt53diWxfd69pMo4lMlFL6-BlF2UHrGLv3SA",
"cachedResultUrl": "https://docs.google.com/document/d/13YClv41pt53diWxfd69pMo4lMlFL6-BlF2UHrGLv3SA/edit?usp=drivesdk",
"cachedResultName": "RC - Knowledge Docs"
}
},
"credentials": {
"googleDriveOAuth2Api": {
"id": "fuHkhehnD5D9woJc",
"name": "email d1"
}
},
"typeVersion": 1
},
{
"id": "497b37ef-b0eb-411d-9de7-0b7743c8d8ea",
"name": "Configure Scraping Parameters",
"type": "n8n-nodes-base.set",
"position": [
320,
720
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "07316f79-4f95-48ff-a238-cab510439809",
"name": "Location Category",
"type": "string",
"value": "\"bar\", \"restaurant\", \"mall\""
},
{
"id": "e80e3961-4f18-4e38-8642-4c35075f13a1",
"name": "lokasi",
"type": "string",
"value": "Jakarta"
},
{
"id": "a9996b6d-0bdb-4aa6-8b86-bd36acb6ad21",
"name": "jumlah leads",
"type": "number",
"value": 150
},
{
"id": "0b41b3c1-21f6-4f6b-9125-3cc19371e495",
"name": "minimum Stars",
"type": "string",
"value": "four"
},
{
"id": "e923310c-71f4-4bc8-89af-5331b286beee",
"name": "Skip Closed Place",
"type": "boolean",
"value": true
}
]
}
},
"typeVersion": 3.4
},
{
"id": "c6769765-1aba-4682-8eaf-bccff2223a4b",
"name": "Extract WhatsApp Session Data",
"type": "n8n-nodes-base.set",
"position": [
128,
1904
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "b79a668e-b625-491f-b008-40d63dfc01c6",
"name": "session",
"type": "string",
"value": "={{ $json.payload.from.replace(\"@c.us\", \"\") }}"
},
{
"id": "13dec802-3597-471e-9d7c-85693c8362df",
"name": "message",
"type": "string",
"value": "={{ $json.payload.body }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "13f1ed51-d927-4e94-978e-5156109636ed",
"name": "Prepare Outbound Session Data",
"type": "n8n-nodes-base.set",
"position": [
784,
1408
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "b79a668e-b625-491f-b008-40d63dfc01c6",
"name": "session",
"type": "string",
"value": "={{ $json['Phone Number'] }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "5ec46caa-1ac0-4c87-a329-782606b7d564",
"name": "Format Reply Message Data",
"type": "n8n-nodes-base.set",
"position": [
1328,
1920
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "275dd51e-077a-41ff-aa6f-adcb2b10c51f",
"name": "number",
"type": "string",
"value": "={{ $('Extract WhatsApp Session Data').item.json.session }}"
},
{
"id": "b41121cf-9f9e-4560-a033-7be5ba1556f4",
"name": "message",
"type": "string",
"value": "={{ $json.output }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "ae1f1a0d-22c5-4d01-ba87-895ab51eed5f",
"name": "Format Outbound Message Data",
"type": "n8n-nodes-base.set",
"position": [
1344,
1408
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "275dd51e-077a-41ff-aa6f-adcb2b10c51f",
"name": "number",
"type": "string",
"value": "={{ $('Prepare Outbound Session Data').item.json.session }}"
},
{
"id": "b41121cf-9f9e-4560-a033-7be5ba1556f4",
"name": "message",
"type": "string",
"value": "={{ $json.output }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "bd902835-a438-4352-ad15-34ee9cf2e0dc",
"name": "Execute Google Maps Scraper",
"type": "@apify/n8n-nodes-apify.apify",
"position": [
528,
720
],
"parameters": {
"actorId": {
"__rl": true,
"mode": "list",
"value": "nwua9Gu5YrADL7ZDj",
"cachedResultUrl": "https://console.apify.com/actors/nwua9Gu5YrADL7ZDj/input",
"cachedResultName": "Google Maps Scraper (compass/crawler-google-places)"
},
"timeout": {},
"customBody": "={\n \"includeWebResults\": false,\n \"language\": \"en\",\n \"leadsEnrichmentDepartments\": [\n \"marketing\"\n ],\n \"locationQuery\": \"{{ $json.lokasi }}\",\n \"maxCrawledPlacesPerSearch\": {{ $json['jumlah leads'] }},\n \"maxImages\": 0,\n \"maximumLeadsEnrichmentRecords\": 0,\n \"placeMinimumStars\": \"{{ $json['minimum Stars'] }}\",\n \"scrapeContacts\": true,\n \"scrapeDirectories\": false,\n \"scrapeImageAuthors\": false,\n \"scrapePlaceDetailPage\": false,\n \"scrapeReviewsPersonalData\": true,\n \"scrapeTableReservationProvider\": false,\n \"searchStringsArray\": [\n {{ $json['Location Category'] }}\n ],\n \"skipClosedPlaces\": {{ $json['Skip Closed Place'] }}\n}"
},
"credentials": {
"apifyApi": {
"id": "PioAH7ltHRaW2Pzs",
"name": "d1 apify"
}
},
"typeVersion": 1
},
{
"id": "159bcdcb-6021-40e9-a1b9-f97c9c510fb1",
"name": "Fetch Scraped Business Data",
"type": "n8n-nodes-base.httpRequest",
"position": [
752,
720
],
"parameters": {
"url": "https://api.apify.com/v2/acts/compass~crawler-google-places/runs/last/dataset/items",
"options": {},
"authentication": "predefinedCredentialType",
"nodeCredentialType": "apifyApi"
},
"credentials": {
"apifyApi": {
"id": "PioAH7ltHRaW2Pzs",
"name": "d1 apify"
},
"httpHeaderAuth": {
"id": "yWZbJyI6bjl8ofdj",
"name": "LLamaIndex"
}
},
"typeVersion": 4.2
},
{
"id": "1876c723-a614-4bfb-84b7-3a2196c66191",
"name": "Save Raw Business Leads",
"type": "n8n-nodes-base.googleSheets",
"position": [
960,
720
],
"parameters": {
"columns": {
"value": {
"City": "={{ $json.city || \"not found\" }}",
"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": "=",
"Phone Number": "={{ $json.phones[0] || $json.phonesUncertain[0] || \"not found\" }}",
"Review Count": "={{ $json.reviewsCount }}",
"Average Stars": "={{ $json.totalScore }}"
},
"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,
"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
}
],
"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": "933567e2-44d9-4378-be40-7e340f901f9d",
"name": "Get Outbound Candidates",
"type": "n8n-nodes-base.googleSheets",
"position": [
224,
1440
],
"parameters": {
"options": {
"returnFirstMatch": true
},
"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": "5f7a6066-d195-4d74-9e6d-f9379c9df61d",
"name": "Get Unenriched Records",
"type": "n8n-nodes-base.googleSheets",
"position": [
208,
1072
],
"parameters": {
"options": {
"returnFirstMatch": false
},
"filtersUI": {
"values": [
{
"lookupValue": "no",
"lookupColumn": "enriched"
}
]
},
"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": "c0d49668-0674-4aee-9a98-281bf3b6aa53",
"name": "제한 Outbound Batch Size",
"type": "n8n-nodes-base.limit",
"position": [
400,
1440
],
"parameters": {},
"typeVersion": 1
},
{
"id": "347be385-a3a8-42fc-b52e-577db5dc2808",
"name": "제한 Enrichment Batch Size",
"type": "n8n-nodes-base.limit",
"position": [
400,
1072
],
"parameters": {
"maxItems": 20
},
"typeVersion": 1
},
{
"id": "6ace837b-b562-437d-a922-b453d5859c5f",
"name": "Validate Phone Number Exists",
"type": "n8n-nodes-base.if",
"position": [
592,
1440
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "loose"
},
"combinator": "and",
"conditions": [
{
"id": "9b9cb4bc-8868-431d-a007-8a4650976d33",
"operator": {
"type": "string",
"operation": "exists",
"singleValue": true
},
"leftValue": "={{ $json['Phone Number'] }}",
"rightValue": ""
}
]
},
"looseTypeValidation": true
},
"typeVersion": 2.2
},
{
"id": "20e00445-9d82-46d2-85f1-48b9c35a000d",
"name": "Reply Handler AI 에이전트",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
352,
1904
],
"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": "Outbound Message Generator",
"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": "Reply Handler LLM",
"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": "Outbound Message LLM",
"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": "Business Data Enrichment",
"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": "Download Knowledge Document",
"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": "Parse Document via 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": "Monitor Document Processing",
"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": "Check Parsing Completion",
"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": "대기 Before Status Recheck",
"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": "Retrieve Parsed Content",
"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": "Store Knowledge 임베딩",
"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": "Query Knowledge Base",
"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": "Reply Conversation 메모리",
"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": "Outbound Conversation 메모리",
"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": "Knowledge 임베딩 Model",
"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": "Query 임베딩 Model",
"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": "Search Result Reranker",
"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": "Document Content Loader",
"type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
"position": [
2368,
896
],
"parameters": {
"options": {},
"textSplittingMode": "custom"
},
"typeVersion": 1.1
},
{
"id": "05e0775e-8fcf-489b-b3f1-3315bc9b3fac",
"name": "Text Chunk Processor",
"type": "@n8n/n8n-nodes-langchain.textSplitterRecursiveCharacterTextSplitter",
"position": [
2416,
1024
],
"parameters": {
"options": {},
"chunkOverlap": 200
},
"typeVersion": 1
},
{
"id": "c248ae60-25a7-47bb-a540-097b8e6218a5",
"name": "Split Records for Processing",
"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": "Parse Enrichment Response",
"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": "Save Enriched Business Data",
"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
},
{
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"type": "string",
"display": true,
"required": false,
"displayName": "Title",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
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"display": true,
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"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
},
{
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"name": "Show Typing Indicator - Reply",
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"phoneNumber": "={{ $('Format Reply Message Data').item.json.number }}"
},
"credentials": {
"goWhatsappApi": {
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"alwaysOutputData": false
},
{
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},
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"id": "qlHDF2q2tx6Rmqyk",
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"alwaysOutputData": false
},
{
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"name": "대기 Before Read Receipt - Reply",
"type": "n8n-nodes-base.wait",
"position": [
1584,
1920
],
"webhookId": "ed41f74c-fadc-4c9a-b06c-b2500b6c5980",
"parameters": {
"amount": "={{ Math.random()*5 + 1 }}"
},
"typeVersion": 1.1
},
{
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"name": "대기 Before Read Receipt - Outbound",
"type": "n8n-nodes-base.wait",
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"parameters": {
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},
"typeVersion": 1.1
},
{
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"name": "Simulate Typing Delay - Outbound",
"type": "n8n-nodes-base.wait",
"position": [
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],
"webhookId": "23758f37-3e5f-4199-a38c-8ef0ea0c06a0",
"parameters": {
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},
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{
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"name": "Simulate Typing Delay - Reply",
"type": "n8n-nodes-base.wait",
"position": [
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],
"webhookId": "d06abd8b-1472-47d9-bdf5-3064d2acccff",
"parameters": {
"amount": "={{ Math.random()*5+3 }}"
},
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},
{
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"name": "Mark Message as Read - Reply",
"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"
}
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{
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"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
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],
"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": "Stop Typing Indicator - Reply",
"type": "@aldinokemal2104/n8n-nodes-gowa.gowa",
"position": [
1856,
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],
"parameters": {
"operation": "sendChatPresence",
"phoneNumber": "={{ $('Format Reply Message Data').item.json.number }}",
"chatPresenceAction": "stop"
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"position": [
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"parameters": {
"message": "={{ $('Format Outbound Message Data').item.json.message }}",
"phoneNumber": "={{ $('Format Outbound Message Data').item.json.number }}"
},
"credentials": {
"goWhatsappApi": {
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}
},
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{
"id": "c003b1f5-ab16-459c-9d43-2b943d0ab121",
"name": "Save Lead Contact Information",
"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
},
{
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"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
},
{
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"type": "string",
"display": true,
"removed": true,
"required": false,
"displayName": "email",
"defaultMatch": false,
"canBeUsedToMatch": true
},
{
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"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": {
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"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": {
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"id": "g8FvI9bN9Fdqd2sZ",
"name": "email d1"
}
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},
{
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"name": "Mark as Contacted",
"type": "n8n-nodes-base.googleSheets",
"position": [
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],
"parameters": {
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"value": {
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"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
},
{
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"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
},
{
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"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": [
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],
"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"
},
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"__rl": true,
"mode": "list",
"value": "1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws",
"cachedResultUrl": "https://docs.google.com/spreadsheets/d/1OFD8EwqoJutRMwXaSxmvwIDVrgbQxmpU0mRd_jgd5Ws/edit?usp=drivesdk",
"cachedResultName": "Recharge Database"
}
},
"credentials": {
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"id": "g8FvI9bN9Fdqd2sZ",
"name": "email d1"
}
},
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},
{
"id": "7e7d14f8-f8fe-40d5-ae90-f27e3cf5ea24",
"name": "메모5",
"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"
},
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},
{
"id": "3b611e60-ea00-4509-bf98-6ac802244006",
"name": "메모8",
"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": {},
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}자주 묻는 질문
이 워크플로우를 어떻게 사용하나요?
위의 JSON 구성 코드를 복사하여 n8n 인스턴스에서 새 워크플로우를 생성하고 "JSON에서 가져오기"를 선택한 후, 구성을 붙여넣고 필요에 따라 인증 설정을 수정하세요.
이 워크플로우는 어떤 시나리오에 적합한가요?
고급 - AI 챗봇, 멀티모달 AI
유료인가요?
이 워크플로우는 완전히 무료이며 직접 가져와 사용할 수 있습니다. 다만, 워크플로우에서 사용하는 타사 서비스(예: OpenAI API)는 사용자 직접 비용을 지불해야 할 수 있습니다.
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