Paul This workflow corresponds to n8n.io template #5611 — we link there as the canonical source.
This workflow follows the Agent → OpenAI Chat 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 →
{
"meta": {
"templateCredsSetupCompleted": true
},
"nodes": [
{
"id": "e180e9bb-30ed-447e-b89b-1089850392e6",
"name": "Create URL",
"type": "n8n-nodes-base.code",
"position": [
-1344,
-208
],
"parameters": {
"jsCode": "/************************************************************\n * Build Apollo People-search URL from parser output\n * Handles both shapes:\n * { query: [ { \u2026 } ] } \u2190 array\n * { query: { \u2026 } } \u2190 object\n ************************************************************/\n\n// 1. Obtener el JSON que llega del nodo anterior\nconst inputData = $json;\n\n// 2. Normalizar para que paramsData siempre sea un objeto\nlet paramsData;\n\nif (Array.isArray(inputData.query)) {\n // Caso antiguo: query es un array\n paramsData = inputData.query[0];\n} else if (inputData.query) {\n // Caso nuevo: query es un objeto\n paramsData = inputData.query;\n} else {\n throw new Error('Falta la propiedad \"query\" en el input');\n}\n\n// 3. URL base de Apollo (interfaz web)\n// Para llamar a la API REST cambia a https://api.apollo.io/v1/mixed_people/search\nconst baseURL = 'https://app.apollo.io/#/people';\n\n// 4. Construir los par\u00e1metros din\u00e1micos\nconst queryParts = [\n 'sortByField=recommendations_score',\n 'sortAscending=false',\n 'page=1',\n];\n\n// Helper para arrays \u2192 personTitles[]=ceo\nconst addArrayParams = (paramName, values) => {\n values.forEach((val) => {\n const decoded = val.replace(/\\+/g, ' '); // \u201cbarcelona+spain\u201d \u21d2 \u201cbarcelona spain\u201d\n queryParts.push(`${paramName}[]=${encodeURIComponent(decoded)}`);\n });\n};\n\n// job_title \u2192 personTitles[]\nif (Array.isArray(paramsData.job_title)) {\n addArrayParams('personTitles', paramsData.job_title);\n}\n\n// location \u2192 personLocations[]\nif (Array.isArray(paramsData.location)) {\n addArrayParams('personLocations', paramsData.location);\n}\n\n// business \u2192 qOrganizationKeywordTags[]\nif (Array.isArray(paramsData.business)) {\n addArrayParams('qOrganizationKeywordTags', paramsData.business);\n}\n\n// campos est\u00e1ticos\nqueryParts.push('includedOrganizationKeywordFields[]=tags');\nqueryParts.push('includedOrganizationKeywordFields[]=name');\n\n// 5. Montar la URL final\nconst finalURL = `${baseURL}?${queryParts.join('&')}`;\n\n// 6. Devolver resultado\nreturn [{ json: { finalURL } }];\n"
},
"typeVersion": 2
},
{
"id": "03a4bd71-1c8b-4f5b-9c91-739715d9364b",
"name": "Extract Info",
"type": "n8n-nodes-base.set",
"position": [
-896,
-208
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "336074e3-b3b9-4dde-92d7-fb5af51b8ffa",
"name": "firstName",
"type": "string",
"value": "={{ $json.first_name }}"
},
{
"id": "da8362c5-75a5-4431-847d-fd4e02112bcc",
"name": "emailAddress",
"type": "string",
"value": "={{ $json.email }}"
},
{
"id": "3c99e0e0-4184-4e85-baa0-8bb85e4e227b",
"name": "linkedInURL",
"type": "string",
"value": "={{ $json.linkedin_url }}"
},
{
"id": "a45af1ff-7026-47a0-a42c-bdb3b27c8e3d",
"name": "seniority ",
"type": "string",
"value": "={{ $json.seniority }}"
},
{
"id": "fa551406-a981-4fbb-babc-aa78ab10010d",
"name": "jobTitle",
"type": "string",
"value": "={{ $json.employment_history[0].title }}"
},
{
"id": "2e8d8d61-bd02-4f24-91f1-707152d99806",
"name": "companyName",
"type": "string",
"value": "={{ $json.employment_history[0].organization_name }}"
},
{
"id": "1295a702-636a-48bd-8bcd-df92162237fb",
"name": "location",
"type": "string",
"value": "={{ $json.city }}, {{ $json.state }}"
},
{
"id": "0072b657-0296-4858-b190-621831943816",
"name": "country",
"type": "string",
"value": "={{ $json.country }}"
},
{
"id": "22ce107c-30ef-4abe-9fab-8d49482da87c",
"name": "Number",
"type": "string",
"value": "={{ $json.organization.primary_phone && $json.organization.primary_phone.sanitized_number && $json.organization.primary_phone.sanitized_number ? $json.organization.primary_phone.sanitized_number : null }}"
},
{
"id": "302b9529-e16b-49ce-bbb6-ae2de90fed93",
"name": "websiteURL",
"type": "string",
"value": "={{ $json.organization_website_url }}"
},
{
"id": "13026de1-0927-44f7-8388-4d525f44974d",
"name": "businessIndustry",
"type": "string",
"value": "={{ $json.industry }}"
},
{
"id": "1a8ae803-f0bd-48d5-bf85-89b91c2e9c64",
"name": "lastName",
"type": "string",
"value": "={{ $json.last_name }}"
},
{
"id": "03cb9c0d-4c05-4d00-88a4-de33e34e7c16",
"name": "emailStatus",
"type": "string",
"value": "={{ $json.email_status }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "11c65a93-97d9-439f-803a-a25322842976",
"name": "Only Keep Verified Emails ",
"type": "n8n-nodes-base.filter",
"position": [
-688,
-208
],
"parameters": {
"options": {},
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "c49e7377-db5e-4458-bea5-9e297e19f620",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.emailStatus }}",
"rightValue": "verified"
}
]
}
},
"typeVersion": 2.2
},
{
"id": "0917fa22-1695-403a-9cb4-530a111295f2",
"name": "Limit",
"type": "n8n-nodes-base.limit",
"position": [
240,
-128
],
"parameters": {},
"typeVersion": 1
},
{
"id": "78c35016-b023-41e0-8e22-21bed4ca62d2",
"name": "Download File1",
"type": "n8n-nodes-base.telegram",
"position": [
-2416,
-384
],
"parameters": {
"fileId": "={{ $json.message.voice.file_id }}",
"resource": "file"
},
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.2
},
{
"id": "5f6b4e2e-9ae5-49ae-9bc3-049179d29ca6",
"name": "Transcribe1",
"type": "@n8n/n8n-nodes-langchain.openAi",
"position": [
-2208,
-384
],
"parameters": {
"options": {},
"resource": "audio",
"operation": "transcribe"
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.6
},
{
"id": "8966e2c9-09da-4aba-8f8b-7e005b05595e",
"name": "Text1",
"type": "n8n-nodes-base.set",
"position": [
-2304,
-128
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "fe7ecc99-e1e8-4a5e-bdd6-6fce9757b234",
"name": "text",
"type": "string",
"value": "={{ $json.message.text }}"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "ee032f59-9dcb-4136-953d-a4e73fbb1b21",
"name": "Voice or Text1",
"type": "n8n-nodes-base.switch",
"position": [
-2640,
-288
],
"parameters": {
"rules": {
"values": [
{
"outputKey": "Voice",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"operator": {
"type": "string",
"operation": "exists",
"singleValue": true
},
"leftValue": "={{ $json.message.voice.file_id }}",
"rightValue": ""
}
]
},
"renameOutput": true
},
{
"outputKey": "Text",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "8c844924-b2ed-48b0-935c-c66a8fd0c778",
"operator": {
"type": "string",
"operation": "exists",
"singleValue": true
},
"leftValue": "={{ $json.message.text }}",
"rightValue": ""
}
]
},
"renameOutput": true
}
]
},
"options": {}
},
"typeVersion": 3.2
},
{
"id": "0555b1fe-c6d3-4fcf-9949-087bda07b5f4",
"name": "OpenAI Chat Model1",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"position": [
-1984,
-64
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4.1-nano",
"cachedResultName": "gpt-4.1-nano"
},
"options": {}
},
"credentials": {
"openAiApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.2
},
{
"id": "cca9f664-e7fd-489f-ab76-357e69ee8521",
"name": "Simple Memory",
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"position": [
-1856,
-64
],
"parameters": {},
"typeVersion": 1.3
},
{
"id": "e7ae31f1-d91f-4df2-b98c-3405a62d3e8f",
"name": "Structured Output Parser",
"type": "@n8n/n8n-nodes-langchain.outputParserStructured",
"position": [
-1744,
-64
],
"parameters": {
"jsonSchemaExample": "{\n \"location\": [\"barcelona+spain\"],\n \"business\": [\"ecommerce\"],\n \"job_title\": [\"ceo\"]\n}"
},
"typeVersion": 1.2
},
{
"id": "549bb2c5-f726-43e1-b997-4b0921a00223",
"name": "Select already scraped mails",
"type": "n8n-nodes-base.postgres",
"position": [
-1136,
-480
],
"parameters": {
"table": {
"__rl": true,
"mode": "list",
"value": "Leads_n-mail",
"cachedResultName": "Leads_n-mail"
},
"schema": {
"__rl": true,
"mode": "list",
"value": "public"
},
"options": {
"outputColumns": [
"emailAddress"
]
},
"operation": "select",
"returnAll": true
},
"credentials": {
"postgres": {
"name": "<your credential>"
}
},
"typeVersion": 2.6
},
{
"id": "1c082972-95d9-4218-8d55-398a5f8bc006",
"name": "Keep only the new leads",
"type": "n8n-nodes-base.compareDatasets",
"position": [
-448,
-240
],
"parameters": {
"options": {},
"mergeByFields": {
"values": [
{}
]
}
},
"typeVersion": 2.3
},
{
"id": "76f9769d-7c61-43c7-8bea-5006d965df16",
"name": "Already scraped",
"type": "n8n-nodes-base.noOp",
"position": [
-96,
-336
],
"parameters": {},
"typeVersion": 1
},
{
"id": "7b7c68cd-0b3f-4b7e-ac52-a527743f359a",
"name": "Create rows with new leads",
"type": "n8n-nodes-base.supabase",
"position": [
-160,
-128
],
"parameters": {
"tableId": "Leads_n-mail",
"fieldsUi": {
"fieldValues": [
{
"fieldId": "firstName",
"fieldValue": "={{ $json.firstName }}"
},
{
"fieldId": "emailAddress"
},
{
"fieldId": "linkedInURL"
},
{
"fieldId": "jobTitle",
"fieldValue": "={{ $json.jobTitle }}"
},
{
"fieldId": "companyName",
"fieldValue": "={{ $json.companyName }}"
},
{
"fieldId": "location",
"fieldValue": "={{ $json.location }}"
},
{
"fieldId": "country",
"fieldValue": "={{ $json.country }}"
},
{
"fieldId": "websiteURL",
"fieldValue": "={{ $json.websiteURL }}"
},
{
"fieldId": "businessIndustry",
"fieldValue": "={{ $json.businessIndustry }}{{ $('Apollo Scraper').item.json.organization.industry }}"
},
{
"fieldId": "lastName",
"fieldValue": "={{ $json.lastName }}"
}
]
}
},
"credentials": {},
"typeVersion": 1
},
{
"id": "46d24870-39b3-41ad-b8d5-e0c8f7d3dc13",
"name": "Set Telegram message",
"type": "n8n-nodes-base.set",
"position": [
48,
-128
],
"parameters": {
"options": {},
"assignments": {
"assignments": [
{
"id": "feb577bf-b3fb-40da-b37b-41d82345c627",
"name": "output",
"type": "string",
"value": "={{ $input.all().length }} new contacts have been added to the Google Sheet!"
}
]
}
},
"typeVersion": 3.4
},
{
"id": "44f85035-a144-470d-9e9e-f518664ae8f0",
"name": "Confirmation message",
"type": "n8n-nodes-base.telegram",
"position": [
464,
-128
],
"parameters": {
"text": "={{ $input.all().length }} new contacts have been added to the Google Sheet!",
"chatId": "123456789",
"additionalFields": {
"appendAttribution": false
}
},
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.2
},
{
"id": "6b01d34b-a969-4da6-82b0-74b88ba1b45b",
"name": "User message",
"type": "n8n-nodes-base.telegramTrigger",
"position": [
-2864,
-288
],
"parameters": {
"updates": [
"message"
],
"additionalFields": {}
},
"credentials": {
"telegramApi": {
"name": "<your credential>"
}
},
"typeVersion": 1.1
},
{
"id": "94c7143e-4b6a-48a5-bfa8-1533f99ed78e",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
-2880,
-528
],
"parameters": {
"color": 3,
"width": 860,
"height": 600,
"content": "# First step: recieve the message via audio or text"
},
"typeVersion": 1
},
{
"id": "e6f0b89f-c519-4d5a-9c0a-c226636f7144",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
-2000,
-528
],
"parameters": {
"width": 580,
"height": 600,
"content": "# Create the json for the url"
},
"typeVersion": 1
},
{
"id": "34f4f9e6-570a-4379-b2a7-740b420d66ac",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
-2864,
112
],
"parameters": {
"color": 6,
"width": 1400,
"height": 800,
"content": "## Who\u2019s it for\nGrowth hackers, SDR teams, and founders who collect lead requests via Telegram (voice or text) and want those leads scraped, verified, de-duplicated, and stored in a single Supabase table\u2014hands-free.\n\n## How it works\n1. **Telegram trigger** captures a user\u2019s text or voice note. \n2. **OpenAI Whisper + GPT agent** parse the message and build a structured search query. \n3. A **Code node** crafts a people-search URL, then an **HTTP request** calls the Apify Apollo-io Scraper to pull up to 500 contacts. \n4. **Filters** keep only \u201cverified\u201d emails and compare them to a Postgres list of already-scraped addresses to avoid duplicates. \n5. Fresh contacts are inserted into the Supabase table **Leads_n-mail**, and the bot replies with a count of new rows added. :contentReference[oaicite:0]{index=0}\n\n## How to set up\n1. Replace the hard-coded Apify token in **Apollo Scraper** with an environment variable. \n2. Add OpenAI credentials for Whisper & GPT nodes. \n3. Point the Postgres \u201cdedupe\u201d node at your existing email table (or skip it). \n4. Update the Supabase connection and table name, then test with a sample voice note.\n\n### Supabase column headers \n`firstName | lastName | emailAddress | linkedInURL | jobTitle | companyName | location | country | websiteURL | businessIndustry | seniority | number`\n\n## Requirements\n- Telegram Bot token \n- OpenAI API key \n- Apify account with Apollo-io Scraper actor \n- Supabase project credentials (or swap for Airtable/Sheets) \n- n8n v0.231+ self-hosted or Cloud\n\n## How to customize the workflow\n- **Change the prompt** to capture extra fields (e.g., funding stage). \n- **Adjust totalRecords** in the HTTP node to pull more or fewer leads. \n- **Swap storage**\u2014write to Airtable, HubSpot, or Sheets instead of Supabase. \n- **Add enrichment**\u2014insert Clearbit or Hunter steps before the insert.\n\n"
},
"typeVersion": 1
},
{
"id": "d07f9e36-b9ff-4531-b78b-df2c6c554caa",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1376,
-288
],
"parameters": {
"color": 5,
"width": 880,
"height": 280,
"content": "## Scrape the leads from apify actor"
},
"typeVersion": 1
},
{
"id": "e712997f-35f4-45b3-a07b-1b4f38967292",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
-208,
48
],
"parameters": {
"height": 240,
"content": "## Insert the new leads to your database\n\n*can be airtable/sheets/supabase"
},
"typeVersion": 1
},
{
"id": "06f13dd9-ba24-47d5-b3be-7f5c3ab95b47",
"name": "Generate query payload",
"type": "n8n-nodes-base.set",
"position": [
-1536,
-176
],
"parameters": {
"mode": "raw",
"options": {},
"jsonOutput": "={\n \"query\": {{ $json.output }}\n}\n\n"
},
"typeVersion": 3.4
},
{
"id": "20b67f44-e172-4e68-ba98-d26aad440cc9",
"name": "Scraper agent",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
-1936,
-288
],
"parameters": {
"text": "={{ $json.text }}",
"options": {
"systemMessage": "=# Role\nYou are LeadChat. Your single job is to return a **JSON array of one object** that tells the sub-workflow what to scrape.\n\n# Required JSON schema\n```json\n[\n {\n \"location\": [\"city+country\"], // lowercase, spaces\u2192+\n \"business\": [\"industry\"], // lowercase, words\u2192+\n \"job_title\": [\"role\"] // lowercase, words\u2192+\n }\n]\n"
},
"promptType": "define",
"hasOutputParser": true
},
"typeVersion": 1.9
},
{
"id": "e71f90ea-9a6e-4617-b321-4eb3f54b3613",
"name": "Run an Actor",
"type": "@apify/n8n-nodes-apify.apify",
"position": [
-1120,
-208
],
"parameters": {
"build": "latest",
"actorId": {
"__rl": true,
"mode": "list",
"value": "jljBwyyQakqrL1wae",
"cachedResultUrl": "https://console.apify.com/actors/jljBwyyQakqrL1wae/input",
"cachedResultName": "\ud83d\udd25Apollo Scraper - Scrape upto 50k Leads"
},
"timeout": 10000,
"operation": "Run actor",
"customBody": "{\n \"getPersonalEmails\": true,\n \"getWorkEmails\": true,\n \"totalRecords\": 500,\n \"url\": \"{{ $json.finalURL }}\"\n}",
"waitForFinish": 60
},
"credentials": {
"apifyApi": {
"name": "<your credential>"
}
},
"typeVersion": 1
},
{
"id": "c1ab0bf6-8224-4de5-a002-3e20b9aeada5",
"name": "Sticky Note5",
"type": "n8n-nodes-base.stickyNote",
"position": [
-1296,
64
],
"parameters": {
"color": 3,
"width": 576,
"height": 560,
"content": "## Need a tailor-made workflow? Tell me about your business and get a free proposal:\n\n**[Start here \u2192 Custom Automation Form](https://taskmorphr.com/contact)**\n\n---\n## \ud83d\udcc8 Cost-Savings Snapshot \nCurious what automation could save you? \nRun the 60-second calculator:\n\n**[ROI / Cost Comparison](https://taskmorphr.com/cost-comparison)**\n\n---\n### \u2709\ufe0f Reach me directly \n`paul@taskmorphr.com`"
},
"typeVersion": 1
},
{
"id": "ca635bbf-bcc3-4d82-8e14-5e88bf511269",
"name": "Sticky Note6",
"type": "n8n-nodes-base.stickyNote",
"position": [
-976,
464
],
"parameters": {
"color": 3,
"width": 224,
"height": 128,
"content": "### \ud83d\udee0\ufe0f Build it yourself \nBrowse every ready-made workflow: \n[Full Template Pack \u2014 coming soon](https://n8n.io/creators/diagopl/)\n"
},
"typeVersion": 1
}
],
"connections": {
"Limit": {
"main": [
[
{
"node": "Confirmation message",
"type": "main",
"index": 0
}
]
]
},
"Text1": {
"main": [
[
{
"node": "Scraper agent",
"type": "main",
"index": 0
}
]
]
},
"Create URL": {
"main": [
[
{
"node": "Run an Actor",
"type": "main",
"index": 0
}
]
]
},
"Transcribe1": {
"main": [
[
{
"node": "Scraper agent",
"type": "main",
"index": 0
}
]
]
},
"Extract Info": {
"main": [
[
{
"node": "Only Keep Verified Emails ",
"type": "main",
"index": 0
}
]
]
},
"Run an Actor": {
"main": [
[
{
"node": "Extract Info",
"type": "main",
"index": 0
}
]
]
},
"User message": {
"main": [
[
{
"node": "Voice or Text1",
"type": "main",
"index": 0
}
]
]
},
"Scraper agent": {
"main": [
[
{
"node": "Generate query payload",
"type": "main",
"index": 0
},
{
"node": "Select already scraped mails",
"type": "main",
"index": 0
}
]
]
},
"Simple Memory": {
"ai_memory": [
[
{
"node": "Scraper agent",
"type": "ai_memory",
"index": 0
}
]
]
},
"Download File1": {
"main": [
[
{
"node": "Transcribe1",
"type": "main",
"index": 0
}
]
]
},
"Voice or Text1": {
"main": [
[
{
"node": "Download File1",
"type": "main",
"index": 0
}
],
[
{
"node": "Text1",
"type": "main",
"index": 0
}
]
]
},
"OpenAI Chat Model1": {
"ai_languageModel": [
[
{
"node": "Scraper agent",
"type": "ai_languageModel",
"index": 0
}
]
]
},
"Set Telegram message": {
"main": [
[
{
"node": "Limit",
"type": "main",
"index": 0
}
]
]
},
"Generate query payload": {
"main": [
[
{
"node": "Create URL",
"type": "main",
"index": 0
}
]
]
},
"Keep only the new leads": {
"main": [
[
{
"node": "Already scraped",
"type": "main",
"index": 0
}
],
[
{
"node": "Already scraped",
"type": "main",
"index": 0
}
],
[
{
"node": "Already scraped",
"type": "main",
"index": 0
}
],
[
{
"node": "Create rows with new leads",
"type": "main",
"index": 0
}
]
]
},
"Structured Output Parser": {
"ai_outputParser": [
[
{
"node": "Scraper agent",
"type": "ai_outputParser",
"index": 0
}
]
]
},
"Create rows with new leads": {
"main": [
[
{
"node": "Set Telegram message",
"type": "main",
"index": 0
}
]
]
},
"Only Keep Verified Emails ": {
"main": [
[
{
"node": "Keep only the new leads",
"type": "main",
"index": 1
}
]
]
},
"Select already scraped mails": {
"main": [
[
{
"node": "Keep only the new leads",
"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.
apifyApiopenAiApipostgrestelegramApi
Pro
For the full experience including quality scoring and batch install features for each workflow upgrade to Pro
About this workflow
This intelligent lead generation workflow transforms voice commands or text input into verified prospect lists through automated Apollo.io scraping. The system processes natural language requests, extracts search parameters using AI, and delivers clean, verified contact data…
Source: https://n8n.io/workflows/5611/ — original creator credit. Request a take-down →
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