Abdullah Alshiekh This workflow corresponds to n8n.io template #6529 — we link there as the canonical source.
This workflow follows the Agent → HTTP Request recipe pattern — see all workflows that pair these two integrations.
The workflow JSON
Copy or download the full n8n JSON below. Paste it into a new n8n workflow, add your credentials, activate. Full import guide →
{
"id": "yq7ESvzVZpvNaaIX",
"name": "Lead Qualification",
"tags": [],
"nodes": [
{
"id": "f00a75d2-e25e-4a7f-8bc8-a7503838b331",
"name": "Trigger: Schedule Lead Check",
"type": "n8n-nodes-base.scheduleTrigger",
"position": [
-1824,
224
],
"parameters": {
"rule": {
"interval": [
{
"field": "seconds"
}
]
}
},
"typeVersion": 1.2
},
{
"id": "afa65b2b-48ea-4d6c-bd3f-65874286f1e2",
"name": "Fetch FB Leads",
"type": "n8n-nodes-base.httpRequest",
"position": [
-1568,
224
],
"parameters": {
"url": "https://graph.facebook.com/v22.0/2056495664847309/leads?access_token=YOUR_TOKEN_HERE",
"options": {}
},
"typeVersion": 4.2
},
{
"id": "f692d267-0065-4e89-8541-b836b4c33432",
"name": "Extract Lead Info",
"type": "n8n-nodes-base.set",
"position": [
-1392,
224
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "25677c13-de86-48f8-872e-ec1ba36d3a3a",
"name": "Name",
"type": "string",
"value": "={{ $json.data[0].field_data[0].values[0] }}"
},
{
"id": "851a9164-36c6-4b94-858b-9e705e3edf2c",
"name": "Phone Number",
"type": "string",
"value": "={{ $json.data[0].field_data[1].values[0] }}"
},
{
"id": "92693a83-02c1-4cb9-9fac-e39eb27086f0",
"name": "Email",
"type": "string",
"value": "={{ $json.data[0].field_data[2].values[0] }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "da6bfd7e-8901-4bae-8f4c-b012c4ab1f45",
"name": "Send WhatsApp Confirmation",
"type": "n8n-nodes-base.httpRequest",
"position": [
-112,
96
],
"parameters": {
"url": "https://api.twilio.com/2010-04-01/Accounts/YOUR_TWILIO_ACCOUNT_SID/Messages.json",
"method": "POST",
"options": {},
"sendBody": true,
"contentType": "multipart-form-data",
"authentication": "genericCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "From",
"value": "whatsapp:+1234567890"
},
{
"name": "=To",
"value": "=whatsapp:{{ $('Edit Fields2').item.json['Phone Number'] }}"
},
{
"name": "Body",
"value": "=Hi {{ $('Edit Fields2').item.json.Name }}, confirm yes or no"
}
]
},
"genericAuthType": "httpBasicAuth"
},
"credentials": {
"httpBasicAuth": {
"name": "<your credential>"
}
},
"typeVersion": 4.2
},
{
"id": "1ea859f3-d8c5-4ea2-a517-d45b8ee4bbcf",
"name": "Receive WhatsApp Response",
"type": "n8n-nodes-base.webhook",
"position": [
-1840,
864
],
"parameters": {
"path": "custrep",
"options": {},
"httpMethod": "POST"
},
"typeVersion": 2
},
{
"id": "8282e0e2-5209-46a7-b5af-41efb24fee8d",
"name": "Classify Response (AI)",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
-1584,
864
],
"parameters": {
"text": "=Role: WhatsApp Response Classifier \nInstructions:\n1. Analyze the user's message strictly and classify into ONE of these categories:\n - `confirmed` - If agreeing (e.g., \"Yes\", \"I\u2019m interested\", \"Sure\")\n - `declined` - If refusing (e.g., \"No\", \"Not now\", \"Cancel\")\n - `human_requested` - If asking for human help (e.g., \"Talk to agent\", \"Human please\")\n - `invalid_response` - If message is unclear/nonsense (e.g., \"asdf\", \"Maybe tomorrow\")\n\n2. Generate an appropriate JSON response:\n```json\n{\n \"status\": \"confirmed|declined|human_requested|invalid_response\",\n \"reply\": \"Your tailored response here\",\n \"suggestion\": \"Optional internal note for workflow\"\n \n}\n**User Message to Classify**:\n {{ $json.body.Body }}\"",
"options": {},
"promptType": "define"
},
"typeVersion": 1.9
},
{
"id": "7f06495d-6e3c-406b-b55c-a928d4641e9d",
"name": "Gemini LLM",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"notes": "Google Gemini model used to interpret WhatsApp replies.",
"position": [
-1632,
1088
],
"parameters": {
"options": {},
"modelName": "models/gemini-2.0-flash-lite-001"
},
"typeVersion": 1
},
{
"id": "d3e3f1fb-8474-412e-b8ba-f80afc614958",
"name": "Parse AI JSON Output",
"type": "n8n-nodes-base.code",
"position": [
-1104,
864
],
"parameters": {
"jsCode": "// Extract the JSON from the AI Agent's response\nconst aiResponse = $input.first().json.output;\n\ntry {\n // Find and parse the JSON part\n const jsonStart = aiResponse.indexOf('{');\n const jsonEnd = aiResponse.lastIndexOf('}');\n const jsonString = aiResponse.slice(jsonStart, jsonEnd + 1);\n const parsedResponse = JSON.parse(jsonString);\n\n // Return status for Switch node + original reply for later use\n return {\n status: parsedResponse.status, // For Switch routing\n reply: parsedResponse.reply, // Original AI-generated reply\n suggestion: parsedResponse.suggestion // Optional (if needed)\n };\n} catch (error) {\n console.error(\"Failed to parse AI response:\", error);\n return {\n status: \"invalid_response\",\n reply: \"Error: Could not process your request.\", // Fallback reply\n suggestion: \"Check AI Agent output formatting\"\n };\n}"
},
"typeVersion": 2
},
{
"id": "70ced2b8-b2eb-4bba-9390-299ca1302336",
"name": "Route by Classification",
"type": "n8n-nodes-base.switch",
"position": [
-816,
848
],
"parameters": {
"rules": {
"values": [
{
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "068cbb41-642f-48b1-960b-72c9d5538f3b",
"operator": {
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.status }}",
"rightValue": "confirmed"
}
]
}
},
{
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "758901e4-6160-4e80-83de-80cee676d0e8",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.status }}",
"rightValue": "declined"
}
]
}
},
{
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "08262a2c-a679-4439-90b9-6051ee185e7c",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.status }}",
"rightValue": "human_requested"
}
]
}
},
{
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "cee95e32-30a9-4b59-9a7f-51d03c41e794",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.status }}",
"rightValue": "=invalid_response"
}
]
}
}
]
},
"options": {}
},
"typeVersion": 3.2
},
{
"id": "5cebcd48-ee20-4967-81f7-1bd1b3054f86",
"name": "Reply: Confirmed",
"type": "n8n-nodes-base.httpRequest",
"position": [
-544,
576
],
"parameters": {
"url": "https://api.twilio.com/2010-04-01/Accounts/ACYOUR_TWILIO_ACCOUNT_SID/Messages.json",
"method": "POST",
"options": {},
"sendBody": true,
"contentType": "multipart-form-data",
"authentication": "predefinedCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "From",
"value": "={{ $('WHTSP-Webhook').item.json.body.To }}"
},
{
"name": "To",
"value": "={{ $('WHTSP-Webhook').item.json.body.From }}"
},
{
"name": "Body",
"value": "={{ $json.reply }}"
}
]
},
"nodeCredentialType": "twilioApi"
},
"typeVersion": 4.2
},
{
"id": "a8a9177c-58c6-44e5-bcba-f4cda4496bd1",
"name": "Reply: Declined",
"type": "n8n-nodes-base.httpRequest",
"position": [
-528,
864
],
"parameters": {
"url": "https://api.twilio.com/2010-04-01/Accounts/YOUR_TWILIO_ACCOUNT_SID/Messages.json",
"method": "POST",
"options": {},
"sendBody": true,
"contentType": "multipart-form-data",
"authentication": "predefinedCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "From",
"value": "={{ $('WHTSP-Webhook').item.json.body.To }}"
},
{
"name": "To",
"value": "={{ $('WHTSP-Webhook').item.json.body.From }}"
},
{
"name": "Body",
"value": "={{ $json.reply }}"
}
]
},
"nodeCredentialType": "twilioApi"
},
"typeVersion": 4.2
},
{
"id": "4abca0e6-fbab-4b8a-9733-b8ab3ef417d9",
"name": "Reply: Request Human",
"type": "n8n-nodes-base.httpRequest",
"position": [
-848,
1232
],
"parameters": {
"url": "https://api.twilio.com/2010-04-01/Accounts/YOUR_TWILIO_ACCOUNT_SID/Messages.json",
"method": "POST",
"options": {},
"sendBody": true,
"contentType": "multipart-form-data",
"authentication": "predefinedCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "From",
"value": "={{ $('WHTSP-Webhook').item.json.body.To }}"
},
{
"name": "To",
"value": "={{ $('WHTSP-Webhook').item.json.body.From }}"
},
{
"name": "Body",
"value": "={{ $json.reply }}"
}
]
},
"nodeCredentialType": "twilioApi"
},
"typeVersion": 4.2
},
{
"id": "8a1d25f0-327c-4f9d-9b9d-6bd24634775a",
"name": "Reply: Invalid",
"type": "n8n-nodes-base.httpRequest",
"position": [
-928,
1472
],
"parameters": {
"url": "https://api.twilio.com/2010-04-01/Accounts/YOUR_TWILIO_ACCOUNT_SID/Messages.json",
"method": "POST",
"options": {},
"sendBody": true,
"contentType": "multipart-form-data",
"authentication": "predefinedCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "From",
"value": "={{ $('WHTSP-Webhook').item.json.body.To }}"
},
{
"name": "To",
"value": "={{ $('WHTSP-Webhook').item.json.body.From }}"
},
{
"name": "Body",
"value": "={{ $json.reply }}"
}
]
},
"nodeCredentialType": "twilioApi"
},
"typeVersion": 4.2
},
{
"id": "86af500c-fe09-4b48-8d62-07acebee1a34",
"name": "Update CRM: Confirmed",
"type": "n8n-nodes-base.zohoCrm",
"position": [
368,
464
],
"parameters": {
"resource": "contact",
"contactId": "={{ $json.data[0].details.id }}",
"operation": "update",
"updateFields": {
"customFields": {
"customFields": [
{
"value": "=Confirmed",
"fieldId": "Status"
}
]
}
}
},
"typeVersion": 1
},
{
"id": "76c58115-86ab-4225-bfea-cec0f8073563",
"name": "Create Zoho Contact",
"type": "n8n-nodes-base.zohoCrm",
"position": [
-528,
240
],
"parameters": {
"lastName": "={{ $('Edit Fields2').item.json.Name }}",
"resource": "contact",
"additionalFields": {
"Email": "={{ $('Edit Fields2').item.json.Email }}",
"Phone": "={{ $('Edit Fields2').item.json['Phone Number'] }}",
"Full_Name": "={{ $('Edit Fields2').item.json.Name }}",
"customFields": {
"customFields": [
{
"value": "Pending",
"fieldId": "Status"
}
]
}
}
},
"typeVersion": 1
},
{
"id": "087e62dd-aa83-4836-afb1-58286d2f9ea8",
"name": "Find Confirmed Contact in Zoho",
"type": "n8n-nodes-base.httpRequest",
"position": [
-320,
576
],
"parameters": {
"url": "=https://www.zohoapis.eu/crm/v2/Contacts/search",
"options": {},
"sendQuery": true,
"authentication": "genericCredentialType",
"genericAuthType": "oAuth2Api",
"queryParameters": {
"parameters": [
{
"name": "phone",
"value": "={{ $('WHTSP-Webhook').item.json.body.WaId }}"
}
]
}
},
"typeVersion": 4.2
},
{
"id": "2f9252ca-387d-4310-a6dd-385ba3d59090",
"name": "Find Declined Contact in Zoho",
"type": "n8n-nodes-base.httpRequest",
"position": [
-304,
864
],
"parameters": {
"url": "=https://www.zohoapis.eu/crm/v2/Contacts/search",
"options": {},
"sendQuery": true,
"authentication": "genericCredentialType",
"genericAuthType": "oAuth2Api",
"queryParameters": {
"parameters": [
{
"name": "phone",
"value": "={{ $('WHTSP-Webhook').item.json.body.WaId }}"
}
]
}
},
"typeVersion": 4.2
},
{
"id": "527913c8-f88d-47fd-88b5-0969f10a049e",
"name": "Check Zoho Contact Exists",
"type": "n8n-nodes-base.httpRequest",
"onError": "continueRegularOutput",
"position": [
-1200,
224
],
"parameters": {
"url": "=https://www.zohoapis.eu/crm/v2/Contacts/search",
"options": {
"response": {
"response": {
"responseFormat": "text"
}
}
},
"sendQuery": true,
"authentication": "genericCredentialType",
"genericAuthType": "oAuth2Api",
"queryParameters": {
"parameters": [
{
"name": "phone",
"value": "={{ $json['Phone Number'] }}"
}
]
}
},
"typeVersion": 4.2,
"alwaysOutputData": false
},
{
"id": "879dbf5f-340e-4f38-b5fd-68e872ef8d6a",
"name": "If New Lead",
"type": "n8n-nodes-base.if",
"position": [
-1008,
224
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "loose"
},
"combinator": "and",
"conditions": [
{
"id": "521b81b8-7827-479f-8762-0859a066268f",
"operator": {
"type": "string",
"operation": "notEmpty",
"singleValue": true
},
"leftValue": "={{ $json.data }}",
"rightValue": "0"
}
]
},
"looseTypeValidation": true
},
"typeVersion": 2.2
},
{
"id": "8aede2a1-8339-4e4d-b788-de7261910e18",
"name": "Update CRM: Declined",
"type": "n8n-nodes-base.zohoCrm",
"position": [
-32,
864
],
"parameters": {
"resource": "contact",
"contactId": "={{ $json.data[0].id }}",
"operation": "update",
"updateFields": {
"customFields": {
"customFields": [
{
"value": "Declined",
"fieldId": "Status"
}
]
}
}
},
"typeVersion": 1
},
{
"id": "01c55418-28af-4634-bc8f-104506d98577",
"name": "Assign CRM Owner",
"type": "n8n-nodes-base.httpRequest",
"position": [
128,
464
],
"parameters": {
"url": "=https://www.zohoapis.eu/crm/v2/Contacts/{{ $('HTTP Request3').item.json.data[0].id }}",
"method": "PUT",
"options": {},
"jsonBody": "={\n \"data\": [\n {\n \"Owner\": {\n \"id\": \"{{ $json.Owner.id }}\"\n }\n }\n ]\n}",
"sendBody": true,
"specifyBody": "json",
"authentication": "genericCredentialType",
"genericAuthType": "oAuth2Api"
},
"typeVersion": 4.2
},
{
"id": "6ede6682-14a7-42b4-8337-f047c991ef86",
"name": "Prepare Owner ID",
"type": "n8n-nodes-base.set",
"position": [
-64,
464
],
"parameters": {
"mode": "raw",
"options": {},
"jsonOutput": "{\n \"Owner\": {\n \"id\": \"84561+1234567890\"\n }\n}\n \n"
},
"typeVersion": 3.4
},
{
"id": "87158089-7c1e-4425-8d3e-2de044d3b63d",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1872,
64
],
"parameters": {
"color": 3,
"height": 304,
"content": "Fires periodically to check Facebook Lead Ads for new leads."
},
"typeVersion": 1
},
{
"id": "62967581-6cb2-4a24-85a0-5c3822d78c04",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1616,
64
],
"parameters": {
"color": 4,
"width": 160,
"height": 304,
"content": "Makes a request to Facebook Graph API to fetch new lead data."
},
"typeVersion": 1
},
{
"id": "72d0be48-ee0b-41dd-96ce-e35356eb866d",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1440,
64
],
"parameters": {
"color": 5,
"width": 192,
"height": 304,
"content": "Extracts Name, Phone, and Email fields from Facebook lead data."
},
"typeVersion": 1
},
{
"id": "9205d486-040d-4705-a611-5e33efe5db53",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1232,
64
],
"parameters": {
"color": 4,
"width": 176,
"height": 304,
"content": "Checks Zoho CRM if the contact already exists using phone number."
},
"typeVersion": 1
},
{
"id": "14b5b815-da01-4dca-b499-1a3a934ad51e",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1040,
64
],
"parameters": {
"color": 5,
"width": 192,
"height": 304,
"content": "Routes based on whether the contact already exists in Zoho."
},
"typeVersion": 1
},
{
"id": "41162fc3-11ea-41b3-9ef7-27bb1b3fe6b0",
"name": "Sticky Note5",
"type": "n8n-nodes-base.stickyNote",
"position": [
-592,
144
],
"parameters": {
"color": 4,
"height": 240,
"content": "Creates a new contact in Zoho CRM with lead info and 'Pending' status."
},
"typeVersion": 1
},
{
"id": "4fb77b81-995e-4d23-84b8-90447b15681e",
"name": "Sticky Note6",
"type": "n8n-nodes-base.stickyNote",
"position": [
-192,
-32
],
"parameters": {
"color": 5,
"height": 304,
"content": "Sends WhatsApp message asking the lead to confirm interest."
},
"typeVersion": 1
},
{
"id": "cdac857e-9c97-4e0f-a7a5-9fa35511c6ba",
"name": "Sticky Note7",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1920,
736
],
"parameters": {
"color": 3,
"height": 288,
"content": "Webhook to receive reply messages from Twilio/WhatsApp."
},
"typeVersion": 1
},
{
"id": "402abe15-81a5-46ec-bfea-d73fbd3ce6fa",
"name": "Sticky Note8",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1568,
752
],
"parameters": {
"color": 6,
"content": "Uses AI to classify user response into confirmed, declined, etc."
},
"typeVersion": 1
},
{
"id": "e36e62c5-ec9f-4524-9f44-9de3d3488c19",
"name": "Sticky Note9",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1184,
720
],
"parameters": {
"color": 4,
"height": 288,
"content": "Parses the JSON output from AI Agent to extract status and reply."
},
"typeVersion": 1
},
{
"id": "75d97c66-3e8d-472e-b1ac-0fc24edfea96",
"name": "Sticky Note10",
"type": "n8n-nodes-base.stickyNote",
"position": [
-880,
768
],
"parameters": {
"content": "Routes based on classification: confirmed, declined, human, or invalid."
},
"typeVersion": 1
},
{
"id": "36300dd6-b9f5-413d-b534-032f7b9e3b26",
"name": "Sticky Note11",
"type": "n8n-nodes-base.stickyNote",
"position": [
-880,
1184
],
"parameters": {
"color": 5,
"content": "Sends response when lead requests human interaction."
},
"typeVersion": 1
},
{
"id": "d25aabf0-4ac5-4f72-8e93-28a3e136f852",
"name": "Sticky Note12",
"type": "n8n-nodes-base.stickyNote",
"position": [
-960,
1424
],
"parameters": {
"color": 4,
"content": "Sends fallback response for unclear or invalid replies."
},
"typeVersion": 1
},
{
"id": "3a6c0425-a1b0-46f3-985e-1791a93473ed",
"name": "Sticky Note13",
"type": "n8n-nodes-base.stickyNote",
"position": [
-624,
816
],
"parameters": {
"color": 4,
"content": "Sends follow-up message for declined responses."
},
"typeVersion": 1
},
{
"id": "dac4159b-598f-41cf-8ead-118a7691a46f",
"name": "Sticky Note14",
"type": "n8n-nodes-base.stickyNote",
"position": [
-368,
816
],
"parameters": {
"color": 5,
"content": "Search Zoho CRM for declined lead by phone."
},
"typeVersion": 1
},
{
"id": "90702fe4-ce51-4c56-88f2-a98828d5a56b",
"name": "Sticky Note15",
"type": "n8n-nodes-base.stickyNote",
"position": [
-112,
816
],
"parameters": {
"color": 4,
"content": "Marks lead in Zoho CRM as 'Declined'."
},
"typeVersion": 1
},
{
"id": "22442a01-2b9e-4e18-ab6b-fe4bcb4b3439",
"name": "Sticky Note16",
"type": "n8n-nodes-base.stickyNote",
"position": [
-640,
512
],
"parameters": {
"color": 5,
"content": "Sends follow-up message for confirmed leads."
},
"typeVersion": 1
},
{
"id": "9b25ff71-2576-469d-babe-c321f6f693b0",
"name": "Sticky Note17",
"type": "n8n-nodes-base.stickyNote",
"position": [
-384,
512
],
"parameters": {
"color": 4,
"width": 208,
"content": "Search Zoho CRM for contact with confirmed phone number."
},
"typeVersion": 1
},
{
"id": "cda55455-4bfb-402e-b502-fbef164333ff",
"name": "Sticky Note18",
"type": "n8n-nodes-base.stickyNote",
"position": [
-128,
400
],
"parameters": {
"color": 5,
"width": 208,
"content": "Sets the CRM owner ID before updating the record."
},
"typeVersion": 1
},
{
"id": "494be752-b201-4db6-857d-904848876fdc",
"name": "Sticky Note19",
"type": "n8n-nodes-base.stickyNote",
"position": [
96,
400
],
"parameters": {
"color": 4,
"width": 176,
"content": "Updates the contact's owner field in Zoho CRM."
},
"typeVersion": 1
},
{
"id": "9d58a830-8419-4373-a06e-8597925ce9e4",
"name": "Sticky Note20",
"type": "n8n-nodes-base.stickyNote",
"position": [
288,
400
],
"parameters": {
"color": 5,
"width": 224,
"content": "Updates Zoho CRM contact to mark as 'Confirmed'."
},
"typeVersion": 1
}
],
"active": false,
"settings": {
"executionOrder": "v1"
},
"versionId": "a79818a9-3ddf-4a12-9eb9-5775d50e0665",
"connections": {
"Gemini LLM": {
"ai_languageModel": [
[
{
"node": "Classify Response (AI)",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"If New Lead": {
"main": [
[],
[
{
"node": "Create Zoho Contact",
"type": "main",
"index": 0
},
{
"node": "Send WhatsApp Confirmation",
"type": "main",
"index": 0
}
]
]
},
"Fetch FB Leads": {
"main": [
[
{
"node": "Extract Lead Info",
"type": "main",
"index": 0
}
]
]
},
"Reply: Declined": {
"main": [
[
{
"node": "Find Declined Contact in Zoho",
"type": "main",
"index": 0
}
]
]
},
"Assign CRM Owner": {
"main": [
[
{
"node": "Update CRM: Confirmed",
"type": "main",
"index": 0
}
]
]
},
"Prepare Owner ID": {
"main": [
[
{
"node": "Assign CRM Owner",
"type": "main",
"index": 0
}
]
]
},
"Reply: Confirmed": {
"main": [
[
{
"node": "Find Confirmed Contact in Zoho",
"type": "main",
"index": 0
}
]
]
},
"Extract Lead Info": {
"main": [
[
{
"node": "Check Zoho Contact Exists",
"type": "main",
"index": 0
}
]
]
},
"Parse AI JSON Output": {
"main": [
[
{
"node": "Route by Classification",
"type": "main",
"index": 0
}
]
]
},
"Classify Response (AI)": {
"main": [
[
{
"node": "Parse AI JSON Output",
"type": "main",
"index": 0
}
]
]
},
"Route by Classification": {
"main": [
[
{
"node": "Reply: Confirmed",
"type": "main",
"index": 0
}
],
[
{
"node": "Reply: Declined",
"type": "main",
"index": 0
}
],
[
{
"node": "Reply: Request Human",
"type": "main",
"index": 0
}
],
[
{
"node": "Reply: Invalid",
"type": "main",
"index": 0
}
]
]
},
"Check Zoho Contact Exists": {
"main": [
[
{
"node": "If New Lead",
"type": "main",
"index": 0
}
]
]
},
"Receive WhatsApp Response": {
"main": [
[
{
"node": "Classify Response (AI)",
"type": "main",
"index": 0
}
]
]
},
"Trigger: Schedule Lead Check": {
"main": [
[
{
"node": "Fetch FB Leads",
"type": "main",
"index": 0
}
]
]
},
"Find Declined Contact in Zoho": {
"main": [
[
{
"node": "Update CRM: Declined",
"type": "main",
"index": 0
}
]
]
},
"Find Confirmed Contact in Zoho": {
"main": [
[
{
"node": "Prepare Owner ID",
"type": "main",
"index": 0
}
]
]
}
}
}
Credentials you'll need
Each integration node will prompt for credentials when you import. We strip credential IDs before publishing — you'll add your own.
httpBasicAuth
Pro
For the full experience including quality scoring and batch install features for each workflow upgrade to Pro
About this workflow
Meta’s ad forms often generate unqualified leads from casual scrollers. This workflow uses WhatsApp and AI to automatically verify, qualify, and prioritize real leads — saving time and boosting sales efficiency.
Source: https://n8n.io/workflows/6529/ — original creator credit. Request a take-down →
Related workflows
Workflows that share integrations, category, or trigger type with this one. All free to copy and import.
LinkedIn_Job_Hunt_and_Cover_Letter. Uses outputParserStructured, outputParserAutofixing, googleDrive, agent. Scheduled trigger; 85 nodes.
Output Parser Structured, Output Parser Autofixing, Google Drive +6
Automatically scan major financial newswires for biotech catalyst events, score them with AI sentiment analysis, and surface ranked trade candidates — all without manual monitoring.
RSS Feed Read, Data Table, HTTP Request +4
Author: Nguyen Thieu Toan Category: Community & Knowledge Automation Tags: Telegram, Reddit, n8n Forum, AI Summarization, Gemini, Groq
Groq Chat, Output Parser Structured, Memory Mongo Db Chat +5
This workflow is for beauty salons who want consistent, high‑quality social media content without writing every post manually. It also suits agencies and automation builders who manage multiple beauty
Telegram, Google Sheets Trigger, Agent +26
The Multi-Model Agency Content Engine is a high-performance editorial system designed for agencies. It solves the "blank page" problem by alternating between real-world social proof and strategic expe
Google Sheets, Gmail, Google Drive +6