{"workflow":{"id":11382,"name":"Qualify CSV leads, enrich emails, and deliver results with Google Sheets, Drive, WhatsApp, and GPT-5-NANO","views":148,"recentViews":0,"totalViews":148,"createdAt":"2025-12-01T05:09:31.014Z","description":"This automated n8n workflow transforms raw CSV data into qualified, enriched lead databases with verified emails and AI-generated personalization. It processes uploaded CSV files through multiple validation, enrichment, and sorting stages before delivering organized results via Google Drive, WhatsApp, or Google Sheets.\n\n## How It Works\n\n### Stage 1: Data Intake & Normalization\n1. **Form Submission**: User uploads a CSV/XLSX file and selects:\n - Delivery method (Google Drive, WhatsApp, or Google Sheets with processing)\n - Two personalization prompts for AI-generated messages\n2. **Column Mapping**: The workflow automatically recognizes and standardizes 100+ column name variations into consistent fields\n3. **Deduplication**: Removes duplicate entries by website URL and contact name\n4. **Initial Filtering**: Identifies and flags invalid websites (social media profiles, link shorteners)\n\n### Stage 2: Data Quality Routing\nThe workflow analyzes each record and routes it based on available data:\n\n**Route A: Invalid Website** → Sends directly to \"x Website\" sheet\n\n**Route B: No Website** → Verifies existing email and categorizes by validity\n\n**Route C: Valid Website + Email** → Proceeds to email verification and enrichment\n\n**Route D: Valid Website - Email** → Scrapes website to find email addresses.\n\n### Stage 3: Email Discovery & Verification\nFor records needing enrichment:\n1. **Website Scraping**: Fetches HTML content from company websites\n2. **Email Extraction**: Uses regex patterns to identify email addresses\n3. **AI Selection**: GPT-5-NANO chooses the most relevant email from multiple options\n4. **Dual Verification**: \n - Primary check via Reoon API (deliverability, SMTP, safety)\n - Backup verification if primary fails\n5. **Personal Email Processing**: Separately validates personal emails when present\n\n### Stage 4: Website Intelligence Gathering\nParallel to email processing:\n- Extracts HTML title tags for company context\n- Captures meta descriptions for business understanding\n- Pulls H1 headings for content insight\n- Handles scraping failures gracefully with empty placeholders\n\n### Stage 5: Email Categorization Logic\nRecords are sorted into buckets:\n- **+1 Email**: Has exactly one verified email (business OR personal OR newly found)\n- **+2 Email**: Has two or more verified emails\n- **Single Source Records**: Only business email OR only personal email\n\n### Stage 6: AI Personalization\nFor records with verified emails:\n1. **Context Assembly**: Combines name, company, job title, website metadata, industry, keywords\n2. **AI Processing**: Sends to GPT-5-NANO or Gemini with user's custom prompts\n3. **Structured Output**: Generates:\n - Cleaned contact name\n - Shortened company name\n - Personalization message 1 (per user prompt)\n - Personalization message 2 (per user prompt)\n\n### Stage 7: Final Delivery\nBased on user's initial selection:\n- **Google Drive**: Uploads timestamped CSV, sends email with link\n- **WhatsApp**: Converts to XLSX and sends document\n- **Google Sheets**: Populates separate sheets by category with completion email\n\n---\n\n## How To Use\n\n- Active n8n instance with required credentials:\n - Google Drive API access\n - Google Sheets API access\n - Gmail API access (for notifications)\n - WhatsApp Business API credentials\n - Reoon Email Verifier API keys\n - OpenAI API key (GPT-5-NANO)\n - Optional: Google Gemini API key\n\n## Setup Steps\n\n### 1. Configure Google Sheets Destinations\nCreate or use existing Google Sheets for data categorization:\n- **+1 Email Sheet**: Update document ID in \"+1 Email\" node\n- **+2 Email Sheet**: Update document ID in \"+2 Email\" node\n- **x Website Sheet**: Update document ID in \"x Website Data\" node\n- **No Website Sheet**: Update document ID in \"- Website +- Email +- Phone Number\" node\n\nEnsure all sheets have matching column headers as defined in the workflow.\n\n### 2. Set Up Google Drive Folder\n- Create a destination folder in Google Drive\n- Update the folder ID in the \"Upload file\" node\n- Ensure the service account has write permissions\n\n### 3. Configure WhatsApp\n- Add your WhatsApp Business Phone Number ID in the \"Send CSV\" node\n- Update the recipient phone number (format: +[country code][number])\n\n### 4. Customize Email Notifications\n- Update sender and recipient emails in \"Send a message\" and \"Send a Success Message\" nodes\n- Modify email templates as needed\n\n### 5. Verify API Keys\nCheck that all API credentials are active:\n- Reoon Email Verifier keys (two instances for redundancy)\n- OpenAI API key for GPT-5-NANO\n- All Google API credentials","workflow":{"meta":{"instanceId":"6c118a8acfbd6c5a7401dc5bfa65b57bbe715feb57d00cd265fb540cc778096d"},"nodes":[{"id":"22b24165-589e-4cc0-b09d-fa8af191d8d4","name":"On form submission","type":"n8n-nodes-base.formTrigger","position":[-304,-2368],"webhookId":"53708210-0d1b-4225-a9fa-b02c3c9cf36d","parameters":{"options":{"path":"lead-qualifier","buttonLabel":"Process","appendAttribution":false},"formTitle":"Bad CSV - Good CSV","formFields":{"values":[{"fieldType":"file","fieldLabel":"CSV","requiredField":true,"acceptFileTypes":".csv, .xlsx"},{"fieldType":"dropdown","fieldLabel":"Save Into?","fieldOptions":{"values":[{"option":"Google Drive"},{"option":"WhatsApp"},{"option":"Google Sheets with Data Processing"}]},"requiredField":true},{"fieldType":"textarea","fieldLabel":"Email Personalization Prompt 1","requiredField":true},{"fieldType":"textarea","fieldLabel":"Email Personalization Prompt 2","requiredField":true}]}},"typeVersion":2.3},{"id":"cce6ae88-d9aa-4af4-84b7-a0ec91453d94","name":"Extract from File","type":"n8n-nodes-base.extractFromFile","position":[304,-2272],"parameters":{"options":{"enableBOM":true},"binaryPropertyName":"=data"},"typeVersion":1,"alwaysOutputData":false},{"id":"a94f7819-3850-473a-ac7c-ef5bd90c418c","name":"Code","type":"n8n-nodes-base.code","position":[-112,-2368],"parameters":{"jsCode":"const data = $input.last().json\nconst binaryData = $input.last().binary\n\nlet output = []\n\nObject.keys(binaryData).forEach( b => {\n output.push({\n json: data,\n binary: { data: binaryData[b]}\n })\n})\n\nreturn output"},"typeVersion":2},{"id":"6030179e-108c-4765-9f20-e7921c1caa60","name":"Convert to File","type":"n8n-nodes-base.convertToFile","position":[1072,-2912],"parameters":{"options":{}},"typeVersion":1.1},{"id":"03b67fcb-a436-40b3-9813-7b7532aeefcd","name":"Replace Value","type":"n8n-nodes-base.code","position":[512,-2272],"parameters":{"jsCode":"try {\n const columnMappings = {\n 'Name': ['name', 'full name', 'full_name', 'FULL_NAME', 'FULLNAME', 'FullName'],\n\n 'First Name': ['FirstName', 'Firstname', 'firstname', 'FIRSTNAME', 'firstName', 'First_Name', 'first_name', 'FIRST_NAME', 'First-name', 'first-name', 'First name', 'first name', 'FIRST NAME', 'first_Name', 'First_name', 'first Name'],\n\n 'Last Name': ['Las_name', 'Lastname', 'lastname', 'LASTNAME', 'lastName', 'Last_Name', 'last_name', 'LAST_NAME', 'Last-Name', 'last-name', 'LAST-NAME', 'Last Name', 'last name', 'LAST NAME'],\n \n 'Email': ['Email', 'email', 'EMAIL', 'E-mail', 'e-mail', 'E_mail', 'e_mail', 'E Mail', 'e mail', 'EmailAddress', 'emailaddress', 'EMAILADDRESS', 'Email_Address', 'email_address', 'EMAIL_ADDRESS', 'Email-Address', 'email-address', 'EMAIL-ADDRESS', 'Email Address', 'email address', 'EMAIL ADDRESS', 'EmailID', 'emailid', 'EMAILID', 'Email_ID', 'email_id', 'EMAIL_ID', 'Email-Id', 'email-id', 'EMAIL-ID', 'Email Id', 'email id', 'EMAIL ID'],\n \n 'Personal Email': ['PersonalEmail', 'personalemail', 'PERSONALEMAIL', 'Personal_Email', 'personal_email', 'PERSONAL_EMAIL', 'Personal-Email', 'personal-email', 'PERSONAL-EMAIL', 'Personal Email', 'personal email', 'PERSONAL EMAIL', 'PersonalEmailID', 'personalemailid', 'PERSONALEMAILID', 'Personal_Email_ID', 'personal_email_id', 'PERSONAL_EMAIL_ID', 'Personal Email Id', 'personal email id', 'PERSONAL EMAIL ID', 'PersonalEmailAddress', 'personalemailaddress', 'PERSONALEMAILADDRESS', 'Personal_Email_Address', 'personal_email_address', 'PERSONAL_EMAIL_ADDRESS', 'Personal Email Address', 'personal email address', 'PERSONAL EMAIL ADDRESS', 'PrivateEmail', 'private_email', 'Private_Email', 'privateemail', 'PRIVATEEMAIL', 'HomeEmail', 'home_email', 'Home_Email', 'homeemail', 'HOMEEMAIL', 'IndividualEmail', 'individual_email', 'Individual_Email', 'individualemail', 'INDIVIDUALEMAIL', 'personal_emails/0', 'personal_emails/1', 'personal_emails/2', 'personal_emails/', 'personal_email'],\n \n 'Phone Number': ['PhoneNumber', 'Phonenumber', 'phonenumber', 'PHONENUMBER', 'phoneNumber', 'Phone_Number', 'phone_number', 'PHONE_NUMBER', 'Phone-Number', 'phone-number', 'PHONE-NUMBER', 'Phone Number', 'phone number', 'PHONE NUMBER', 'Phone', 'phone', 'PHONE', 'Telephone', 'telephone', 'TELEPHONE', 'PhoneNo', 'phoneno', 'PHONENO', 'Phone_No', 'phone_no', 'PHONE_NO', 'Phone-No', 'phone-no', 'PHONE-NO', 'Phone No', 'phone no', 'PHONE NO', 'ContactNumber', 'PhoneNum', 'phonenum', 'PHONENUM', 'Phone_Num', 'phone_num', 'PHONE_NUM', 'Phone-Num', 'phone-num', 'PHONE-NUM', 'Phone Num', 'phone num', 'PHONE NUM', 'contactnumber', 'CONTACTNUMBER', 'Contact_Number', 'contact_number', 'CONTACT_NUMBER', 'Contact-Number', 'contact-number', 'CONTACT-NUMBER', 'Contact Number', 'contact number', 'CONTACT NUMBER', 'Mobile', 'mobile', 'MOBILE', 'MobileNumber', 'mobilenumber', 'MOBILENUMBER', 'Mobile_Number', 'mobile_number', 'MOBILE_NUMBER', 'Mobile-Number', 'mobile-number', 'MOBILE-NUMBER', 'Mobile Number', 'mobile number', 'MOBILE NUMBER', 'organization/phone', 'organization/primary_phone/number', 'organization/primary_phone/sanitized_number', 'organization/sanitized_phone'],\n\n 'LinkedIn': ['LinkedIn', 'linkedin', 'LINKEDIN', 'Linkedin', 'LinkedIN', 'LinkedInURL', 'linkedinurl', 'LINKEDINURL', 'LinkedIn_URL', 'linkedin_url', 'LINKEDIN_URL', 'LinkedIn-URL', 'linkedin-url', 'LINKEDIN-URL', 'LinkedIn URL', 'linkedin url', 'LINKEDIN URL', 'LinkedInProfile', 'linkedinprofile', 'LINKEDINPROFILE', 'LinkedIn_Profile', 'linkedin_profile', 'LINKEDIN_PROFILE', 'LinkedIn-Profile', 'linkedin-profile', 'LINKEDIN-PROFILE', 'LinkedIn Profile', 'linkedin profile', 'LINKEDIN PROFILE', 'LinkedInLink', 'linkedinlink', 'LINKEDINLINK', 'LinkedIn_Link', 'linkedin_link', 'LINKEDIN_LINK', 'LinkedIn-Link', 'linkedin-link', 'LINKEDIN-LINK', 'LinkedIn Link', 'linkedin link', 'LINKEDIN LINK', 'LinkedInID', 'linkedinid', 'LINKEDINID', 'LinkedIn_ID', 'linkedin_id', 'LINKEDIN_ID', 'LinkedIn-Id', 'linkedin-id', 'LINKEDIN-ID', 'LinkedIn Id', 'linkedin id', 'LINKEDIN ID', 'LI_Profile', 'li_profile', 'LIProfile', 'liprofile', 'LI PROFILE', 'Profile_LinkedIn', 'profile_linkedin', 'Profile_Linked_In', 'profile_linked_in', 'linkedin_url', 'organization/linkedin_uid', 'organization/linkedin_url', 'organization_linkedin_url'],\n\n 'Job Title': [\"JobTitle\", \"jobtitle\", \"JOBTITLE\", \"Job_Title\", \"job_title\", \"JOB_TITLE\", \"Job-Title\", \"job-title\", \"JOB-TITLE\", \"Job Title\", \"job title\", \"JOB TITLE\", \"JobRole\", \"jobrole\", \"JOBROLE\", \"Job_Role\", \"job_role\", \"JOB_ROLE\", \"Job-Role\", \"job-role\", \"JOB-ROLE\", \"Job Role\", \"job role\", \"JOB ROLE\", \"JobPosition\", \"jobposition\", \"JOBPOSITION\", \"Job_Position\", \"job_position\", \"JOB_POSITION\", \"Job-Position\", \"job-position\", \"JOB-POSITION\", \"Job Position\", \"job position\", \"JOB POSITION\", \"JobDesignation\", \"jobdesignation\", \"JOBDESIGNATION\", \"Job_Designation\", \"job_designation\", \"JOB_DESIGNATION\", \"Job-Designation\", \"job-designation\", \"JOB-DESIGNATION\", \"Job Designation\", \"job designation\", \"JOB DESIGNATION\", \"Designation\", \"designation\", \"DESIGNATION\", \"Role\", \"role\", \"ROLE\", \"Position\", \"position\", \"POSITION\", \"departments/0\", \"departments/1\", \"departments/2\", \"departments\", \"department\", \"seniority\"],\n\n \"Website\": [\"Website\", \"website\", \"WEBSITE\", \"WebSite\", \"WebsiteURL\", \"websiteurl\", \"WEBSITEURL\", \"Website_URL\", \"website_url\", \"WEBSITE_URL\", \"Website-URL\", \"website-url\", \"WEBSITE-URL\", \"Website URL\", \"website url\", \"WEBSITE URL\", \"WebsiteLink\", \"websitelink\", \"WEBSITELINK\", \"Website_Link\", \"website_link\", \"WEBSITE_LINK\", \"Website-Link\", \"website-link\", \"WEBSITE-LINK\", \"Website Link\", \"website link\", \"WEBSITE LINK\", \"WebsiteAddress\", \"websiteaddress\", \"WEBSITEADDRESS\", \"Website_Address\", \"website_address\", \"WEBSITE_ADDRESS\", \"Website-Address\", \"website-address\", \"WEBSITE-ADDRESS\", \"Website Address\", \"website address\", \"WEBSITE ADDRESS\", \"Domain\", \"domain\", \"DOMAIN\", \"CompanyDomain\", \"companydomain\", \"COMPANYDOMAIN\", \"Company_Domain\", \"company_domain\", \"COMPANY_DOMAIN\", \"Company-Website\", \"company-website\", \"Company_Website\", \"company_website\", \"Company Website\", \"company website\", \"organization_website_url\", \"organization_website_url/0\", \"organization/website_url\", \"organization/primary_domain\"],\n\n \"Company\": [\"Company Name\", \"CompanyName\", \"companyname\", \"COMPANYNAME\", \"Company_Name\", \"company_name\", \"COMPANY_NAME\", \"Company-Name\", \"company-name\", \"COMPANY-NAME\", \"company name\", \"COMPANY NAME\", \"Organization\", \"organization\", \"ORGANIZATION\", \"Org\", \"org\", \"ORG\", \"OrganizationName\", \"organizationname\", \"ORGANIZATIONNAME\", \"Organization_Name\", \"organization_name\", \"ORGANIZATION_NAME\", \"Organization-Name\", \"organization-name\", \"ORGANIZATION-NAME\", \"Organization Name\", \"organization name\", \"ORGANIZATION NAME\", \"Firm\", \"firm\", \"FIRM\", \"FirmName\", \"firmname\", \"FIRMNAME\", \"Firm_Name\", \"firm_name\", \"FIRM_NAME\", \"Firm-Name\", \"firm-name\", \"FIRM-NAME\", \"Firm Name\", \"firm name\", \"FIRM NAME\", \"Business\", \"business\", \"BUSINESS\", \"BusinessName\", \"businessname\", \"BUSINESSNAME\", \"Business_Name\", \"business_name\", \"BUSINESS_NAME\", \"Business-Name\", \"business-name\", \"BUSINESS-NAME\", \"Business Name\", \"business name\", \"BUSINESS NAME\", \"Company\", \"company\", \"COMPANY\", \"CorporateName\", \"corporatename\", \"Corporate_Name\", \"corporate_name\", \"CORPORATENAME\", \"CORPORATE_NAME\", \"Corporate-Name\", \"corporate-name\", \"CORPORATE-NAME\", \"Corporate Name\", \"corporate name\", \"CORPORATE NAME\", \"Company/Organization\", \"company/organization\", \"Company (Org)\", \"company (org)\", \"organization/name\", \"orgamizatil/names/0\"],\n\n \"Company LinkedIn\": [\"Company LInkedin\", \"CompanyLinkedIn\", \"companylinkedin\", \"COMPANYLINKEDIN\", \"Company_LinkedIn\", \"company_linkedin\", \"COMPANY_LINKEDIN\", \"Company-LinkedIn\", \"company-linkedin\", \"COMPANY-LINKEDIN\", \"Company LinkedIn\", \"company linkedin\", \"COMPANY LINKEDIN\", \"CompanyLinkedInURL\", \"companylinkedinurl\", \"COMPANYLINKEDINURL\", \"Company_LinkedIn_URL\", \"company_linkedin_url\", \"COMPANY_LINKEDIN_URL\", \"Company-LinkedIn-URL\", \"company-linkedin-url\", \"COMPANY-LINKEDIN-URL\", \"Company LinkedIn URL\", \"company linkedin url\", \"COMPANY LINKEDIN URL\", \"CompanyLinkedInProfile\", \"companylinkedinprofile\", \"COMPANYLINKEDINPROFILE\", \"Company_LinkedIn_Profile\", \"company_linkedin_profile\", \"COMPANY_LINKEDIN_PROFILE\", \"Company-LinkedIn-Profile\", \"company-linkedin-profile\", \"COMPANY-LINKEDIN-PROFILE\", \"Company LinkedIn Profile\", \"company linkedin profile\", \"COMPANY LINKEDIN PROFILE\", \"CompanyLinkedInPage\", \"companylinkedinpage\", \"COMPANYLINKEDINPAGE\", \"Company_LinkedIn_Page\", \"company_linkedin_page\", \"COMPANY_LINKEDIN_PAGE\", \"Company-LinkedIn-Page\", \"company-linkedin-page\", \"COMPANY-LINKEDIN-PAGE\", \"Company LinkedIn Page\", \"company linkedin page\", \"COMPANY LINKEDIN PAGE\", \"LinkedInCompany\", \"linkedincompany\", \"LINKEDINCOMPANY\", \"LinkedIn_Company\", \"linkedin_company\", \"LINKEDIN_COMPANY\", \"LI_Company\", \"li_company\", \"LinkedIn Corp\", \"linkedin corp\", \"Company LI\", \"company li\", \"organization_linkedin_url\", \"organization/linkedin_url\"],\n\n \"Company Facebook\": [\"Company Facebook\", \"CompanyFacebook\", \"companyfacebook\", \"COMPANYFACEBOOK\", \"Company_Facebook\", \"company_facebook\", \"COMPANY_FACEBOOK\", \"Company-Facebook\", \"company-facebook\", \"COMPANY-FACEBOOK\", \"company facebook\", \"COMPANY FACEBOOK\", \"CompanyFacebookURL\", \"companyfacebookurl\", \"COMPANYFACEBOOKURL\", \"Company_Facebook_URL\", \"company_facebook_url\", \"COMPANY_FACEBOOK_URL\", \"Company-Facebook-URL\", \"company-facebook-url\", \"COMPANY-FACEBOOK-URL\", \"Company Facebook URL\", \"company facebook url\", \"COMPANY FACEBOOK URL\", \"CompanyFacebookPage\", \"companyfacebookpage\", \"COMPANYFACEBOOKPAGE\", \"Company_Facebook_Page\", \"company_facebook_page\", \"COMPANY_FACEBOOK_PAGE\", \"Company-Facebook-Page\", \"company-facebook-page\", \"COMPANY-FACEBOOK-PAGE\", \"Company Facebook Page\", \"company facebook page\", \"COMPANY FACEBOOK PAGE\", \"FBCompany\", \"fbcompany\", \"FB_Company\", \"fb_company\", \"FB-Company\", \"fb-company\", \"FacebookCompany\", \"facebookcompany\", \"Facebook_Company\", \"facebook_company\", \"Facebook-Company\", \"facebook-company\", \"CompanyFB\", \"companyfb\", \"Company_FB\", \"company_fb\", \"Company-FB\", \"company-fb\", \"Facebook Business\", \"facebook business\", \"Facebook_Business\", \"facebook_business\", \"Facebook-Business\", \"facebook-business\", \"FB Business\", \"fb business\", \"FB_Business\", \"fb_business\", \"FB-Business\", \"fb-business\", \"organization/facebook_url\", \"company/facebook\"],\n \n \"City\": [\"City\", \"city\", \"CITY\", \"CityName\", \"cityname\", \"CITYNAME\", \"City_Name\", \"city_name\", \"CITY_NAME\", \"City-Name\", \"city-name\", \"CITY-NAME\", \"City Name\", \"city name\", \"CITY NAME\", \"Town\", \"town\", \"TOWN\", \"TownName\", \"townname\", \"TOWNNAME\", \"Town_Name\", \"town_name\", \"TOWN_NAME\", \"Town-Name\", \"town-name\", \"TOWN-NAME\", \"Town Name\", \"town name\", \"TOWN NAME\", \"City_State\", \"city_state\", \"CITY_STATE\", \"City-State\", \"city-state\", \"CITY-STATE\", \"City / State\", \"city / state\", \"CITY / STATE\", \"City, State\", \"city, state\", \"CITY, STATE\", \"LocationCity\", \"locationcity\", \"Location_City\", \"location_city\", \"Location-City\", \"location-city\", \"organization/city\", \"organization_city\"],\n\n \"State\": [\"State\", \"state\", \"STATE\", \"StateName\", \"statename\", \"STATENAME\", \"State_Name\", \"state_name\", \"STATE_NAME\", \"State-Name\", \"state-name\", \"STATE-NAME\", \"State Name\", \"state name\", \"STATE NAME\", \"Province\", \"province\", \"PROVINCE\", \"ProvinceName\", \"provincename\", \"PROVINCENAME\", \"Province_Name\", \"province_name\", \"PROVINCE_NAME\", \"Province-Name\", \"province-name\", \"PROVINCE-NAME\", \"Province Name\", \"province name\", \"PROVINCE NAME\", \"Region\", \"region\", \"REGION\", \"RegionName\", \"regionname\", \"REGIONNAME\", \"Region_Name\", \"region_name\", \"REGION_NAME\", \"Region-Name\", \"region-name\", \"REGION-NAME\", \"Region Name\", \"region name\", \"REGION NAME\", \"State_Country\", \"state_country\", \"STATE_COUNTRY\", \"State-Country\", \"state-country\", \"STATE-COUNTRY\", \"State/Country\", \"state/country\", \"STATE/COUNTRY\", \"LocationState\", \"locationstate\", \"Location_State\", \"location_state\", \"Location-State\", \"location-state\", \"organization/state\"],\n\n \"Country\": [\"country\", \"Country\", \"COUNTRY\", \"CountryName\", \"countryname\", \"COUNTRYNAME\", \"Country_Name\", \"country_name\", \"COUNTRY_NAME\", \"Country-Name\", \"country-name\", \"COUNTRY-NAME\", \"Country Name\", \"country name\", \"COUNTRY NAME\", \"Nation\", \"nation\", \"NATION\", \"NationName\", \"nationname\", \"NATIONNAME\", \"Nation_Name\", \"nation_name\", \"NATION_NAME\", \"Nation-Name\", \"nation-name\", \"NATION-NAME\", \"Nation Name\", \"nation name\", \"NATION NAME\", \"CountryCode\", \"countrycode\", \"COUNTRYCODE\", \"Country_Code\", \"country_code\", \"COUNTRY_CODE\", \"Country-Code\", \"country-code\", \"COUNTRY-CODE\", \"Country Code\", \"country code\", \"COUNTRY CODE\", \"Country_State\", \"country_state\", \"COUNTRY_STATE\", \"Country-State\", \"country-state\", \"COUNTRY-STATE\", \"Country / State\", \"country / state\", \"COUNTRY / STATE\", \"LocationCountry\", \"locationcountry\", \"Location_Country\", \"location_country\", \"Location-Country\", \"location-country\", \"Nation/Region\", \"nation/region\", \"Nation/State\", \"nation/state\", \"orgamization/country\", \"organization/country\"],\n\n \"Industry\": [\"Industry\", \"industry\", \"INDUSTRY\", \"IndustryName\", \"industryname\", \"INDUSTRYNAME\", \"Industry_Name\", \"industry_name\", \"INDUSTRY_NAME\", \"Industry-Name\", \"industry-name\", \"INDUSTRY-NAME\", \"Industry Name\", \"industry name\", \"INDUSTRY NAME\", \"Sector\", \"sector\", \"SECTOR\", \"SectorName\", \"sectorname\", \"SECTORNAME\", \"Sector_Name\", \"sector_name\", \"SECTOR_NAME\", \"Sector-Name\", \"sector-name\", \"SECTOR-NAME\", \"Sector Name\", \"sector name\", \"SECTOR NAME\", \"BusinessSector\", \"businesssector\", \"BUSINESSSECTOR\", \"Business_Sector\", \"business_sector\", \"BUSINESS_SECTOR\", \"Business-Sector\", \"business-sector\", \"BUSINESS-SECTOR\", \"Business Sector\", \"business sector\", \"BUSINESS SECTOR\", \"Market\", \"market\", \"MARKET\", \"MarketName\", \"marketname\", \"MARKETNAME\", \"Market_Name\", \"market_name\", \"MARKET_NAME\", \"Market-Name\", \"market-name\", \"MARKET-NAME\", \"Market Name\", \"market name\", \"MARKET NAME\", \"IndustryType\", \"industrytype\", \"INDUSTRYTYPE\", \"Industry_Type\", \"industry_type\", \"INDUSTRY_TYPE\", \"Industry-Type\", \"industry-type\", \"INDUSTRY-TYPE\", \"Industry Classification\", \"industry classification\", \"INDUSTRY CLASSIFICATION\", \"Industry_Class\", \"industry_class\", \"INDUSTRY_CLASS\", \"Category\", \"category\", \"organization/industry\", \"organization/industries/0\", \"organization/industries/1\", \"organization/industries/2\", \"organization/industries\", \"organization/secondary_industries\", \"organization/secondary_industries/0\", \"organization/secondary_industries/1\"],\n\n \"Google Review\": [\"Google Rivew\", \"GoogleReview\", \"googlereview\", \"GOOGLEREVIEW\", \"Google_Review\", \"google_review\", \"GOOGLE_REVIEW\", \"Google-Review\", \"google-review\", \"GOOGLE-REVIEW\", \"Google Review\", \"google review\", \"GOOGLE REVIEW\", \"Google_Rating\", \"google_rating\", \"GOOGLE_RATING\", \"Google-Rating\", \"google-rating\", \"GOOGLE-RATING\", \"RatingGoogle\", \"ratinggoogle\", \"RATINGGOOGLE\", \"ReviewGoogle\", \"reviewgoogle\", \"REVIEWGOOGLE\", \"Review Count\"],\n\n 'Rating': [\"Rating\"],\n\n 'Keywords': [\"keywords\", \"Keywords\", \"KEYWORDS\", \"organization/keywords\", \"organization/keywords/0\", \"organization/keywords/1\", \"organization/keywords/2\", \"organization/keywords/3\", \"organization/keywords/4\", \"organization/keywords/5\", \"organization/keywords/6\", \"organization/keywords/7\", \"organization/keywords/8\", \"organization/keywords/9\", \"organization/keywords/10\", \"organization/keywords/11\", \"organization/keywords/12\", \"organization/keywords/13\", \"organization/keywords/14\", \"organization/keywords/15\", \"organization/keywords/16\", \"organization/keywords/17\", \"organization/keywords/18\", \"organization/keywords/19\", \"organization/keywords/20\", \"organization/keywords/21\", \"organization/keywords/22\", \"organization/keywords/23\", \"organization/keywords/24\", \"organization/keywords/25\", \"organization/keywords/26\", \"organization/keywords/27\", \"organization/keywords/28\", \"organization/keywords/29\", \"organization/keywords/30\", \"organization/keywords/31\", \"organization/keywords/32\", \"organization/keywords/33\", \"organization/keywords/34\", \"organization/keywords/35\", \"organization/keywords/36\", \"organization/keywords/37\", \"organization/keywords/38\", \"organization/keywords/39\", \"organization/keywords/40\", \"organization/keywords/41\", \"organization/keywords/42\", \"organization/keywords/43\", \"organization/keywords/44\", \"organization/keywords/45\", \"organization/keywords/46\", \"organization/keywords/47\", \"organization/keywords/48\", \"organization/keywords/49\", \"organization/keywords/50\", \"organization/keywords/51\", \"organization/keywords/52\", \"organization/keywords/53\", \"organization/keywords/54\", \"organization/keywords/55\", \"organization/keywords/56\", \"organization/keywords/57\", \"organization/keywords/58\", \"organization/keywords/59\", \"organization/keywords/60\", \"organization/keywords/61\", \"organization/keywords/62\", \"organization/keywords/63\", \"organization/keywords/64\", \"organization/keywords/65\", \"organization/keywords/66\", \"organization/keywords/67\", \"organization/keywords/68\", \"organization/keywords/69\", \"organization/keywords/70\", \"organization/keywords/71\", \"organization/keywords/72\", \"organization/keywords/73\", \"organization/keywords/74\", \"organization/keywords/75\"],\n\n 'Languages': [\"Languages\", \"languages\", \"LANGUAGES\", \"organization/languages/0\", \"organization/languages/1\"],\n\n 'Address': [\"Address\", \"address\", \"ADDRESS\", \"Street Address\", \"street address\", \"STREET ADDRESS\", \"organization/raw_address\", \"organization/street_address\", \"organization/postal_code\"],\n\n 'Founded Year': [\"Founded Year\", \"founded year\", \"FOUNDED YEAR\", \"Founded\", \"founded\", \"FOUNDED\", \"organization/founded_year\"],\n\n 'Social Media': [\"Twitter\", \"twitter\", \"TWITTER\", \"Blog\", \"blog\", \"BLOG\", \"AngelList\", \"angellist\", \"ANGELLIST\", \"Crunchbase\", \"crunchbase\", \"CRUNCHBASE\", \"organization/twitter_url\", \"organization/blog_url\", \"organization/angellist_url\", \"organization/crunchbase_url\"],\n\n 'Phone Source': [\"Phone Source\", \"phone source\", \"PHONE SOURCE\", \"organization/primary_phone/source\"]\n };\n\n // Create a lookup map for faster processing\n const columnLookup = new Map();\n Object.entries(columnMappings).forEach(([standardColumn, variations]) => {\n variations.forEach(variation => {\n columnLookup.set(variation.toLowerCase().trim(), standardColumn);\n });\n });\n\n // Process each CSV row\n const standardizedItems = [];\n const allItems = $input.all();\n\n for (const item of allItems) {\n const originalData = item.json;\n const standardizedData = {};\n \n // Initialize all standard columns with \"-\"\n Object.keys(columnMappings).forEach(standardColumn => {\n standardizedData[standardColumn] = \"-\";\n });\n \n // Map original columns to standard columns using the lookup map\n Object.entries(originalData).forEach(([originalColumn, value]) => {\n const lowerOriginalColumn = originalColumn.toLowerCase().trim();\n const standardColumn = columnLookup.get(lowerOriginalColumn);\n \n if (standardColumn) {\n // Use the value if it exists and is not empty, otherwise keep \"-\"\n if (value !== null && value !== undefined && value !== '') {\n const trimmedValue = 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$now.format('dd LLL yyyy | HH:mm') }}"},"recipientPhoneNumber":"+1234567890"},"typeVersion":1},{"id":"ac0896ce-452f-4664-aaa2-9222b7345ff8","name":"Sticky Note7","type":"n8n-nodes-base.stickyNote","position":[-1264,-1680],"parameters":{"color":2,"width":1840,"height":1136,"content":"## IF website exist but Email doesn't"},"typeVersion":1},{"id":"03211840-dec8-43d1-bf16-d7cc38b785c0","name":"Loop","type":"n8n-nodes-base.splitInBatches","position":[1344,-1776],"parameters":{"options":{}},"typeVersion":3},{"id":"9c3a2783-f324-4c5b-8c69-ac268f41618c","name":"CSV Loop","type":"n8n-nodes-base.splitInBatches","position":[80,-2368],"parameters":{"options":{}},"typeVersion":3},{"id":"80d6abfe-74e9-4a9e-b030-739f34232b5b","name":"Send to Switch","type":"n8n-nodes-base.switch","position":[720,-2528],"parameters":{"rules":{"values":[{"outputKey":"Google 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Source","type":"string","display":true,"removed":false,"required":false,"displayName":"Phone Source","defaultMatch":false,"canBeUsedToMatch":true},{"id":"Created_at","type":"string","display":true,"removed":false,"required":false,"displayName":"Created_at","defaultMatch":false,"canBeUsedToMatch":true}],"mappingMode":"defineBelow","matchingColumns":[],"attemptToConvertTypes":false,"convertFieldsToString":false},"options":{"useAppend":true},"operation":"append","sheetName":{"__rl":true,"mode":"list","value":"gid=0","cachedResultUrl":"https://docs.google.com/spreadsheets/d/1t447EMkE_2TxZIL-Wr97e2LNS-oGcBpPxWYfnZRziWE/edit#gid=0","cachedResultName":"Sheet1"},"documentId":{"__rl":true,"mode":"list","value":"1t447EMkE_2TxZIL-Wr97e2LNS-oGcBpPxWYfnZRziWE","cachedResultUrl":"https://docs.google.com/spreadsheets/d/1t447EMkE_2TxZIL-Wr97e2LNS-oGcBpPxWYfnZRziWE/edit?usp=drivesdk","cachedResultName":"x Website"}},"typeVersion":4.7},{"id":"5d04bca0-5db8-4ab0-84e3-c3ce37973727","name":"Sticky Note","type":"n8n-nodes-base.stickyNote","position":[912,-512],"parameters":{"color":4,"width":3536,"height":1008,"content":"## Personalize Message & Data Sorting"},"typeVersion":1},{"id":"5e1f5357-880d-4987-845f-d184be3cc3ef","name":"Sticky Note8","type":"n8n-nodes-base.stickyNote","position":[1808,-2768],"parameters":{"color":4,"width":1424,"height":752,"content":"## Website not exist but Email exist"},"typeVersion":1},{"id":"847940e6-a0b7-4fea-b56f-3c93990b3b0b","name":"Sticky Note9","type":"n8n-nodes-base.stickyNote","position":[1088,-2240],"parameters":{"color":4,"width":352,"height":288,"content":"## Website & Email not exist"},"typeVersion":1},{"id":"51975605-4773-4b65-9be6-512929ca466c","name":"Sticky Note10","type":"n8n-nodes-base.stickyNote","position":[992,-2624],"parameters":{"color":5,"width":512,"height":288,"content":"## Send Filtered Data to WhatsApp"},"typeVersion":1},{"id":"393a772a-cb7a-4d0f-b5e7-a69875fd7a83","name":"Sticky Note11","type":"n8n-nodes-base.stickyNote","position":[992,-2992],"parameters":{"color":5,"width":672,"height":288,"content":"## Save Filtered Data into Google Drive"},"typeVersion":1},{"id":"9014698a-b429-4af5-852e-cc78bdd8d997","name":"Sticky Note12","type":"n8n-nodes-base.stickyNote","position":[-384,-2576],"parameters":{"color":6,"width":1072,"height":560,"content":"## Filter & Formitize Data"},"typeVersion":1},{"id":"c67b3fff-99ec-4fa6-a0bf-f68f1c268056","name":"Sticky Note1","type":"n8n-nodes-base.stickyNote","position":[1248,-1872],"parameters":{"color":2,"width":2672,"height":1328,"content":"## If Website & Email both exist"},"typeVersion":1},{"id":"8fc5a493-f808-4458-9569-a3daf7e54267","name":"Sticky Note2","type":"n8n-nodes-base.stickyNote","position":[-2720,-2768],"parameters":{"width":944,"height":2736,"content":"# CSV Lead Qualification & Email Enrichment Workflow\n\nThis automated n8n workflow transforms raw CSV data into qualified, enriched lead databases with verified emails and AI-generated personalization. It processes uploaded CSV files through multiple validation, enrichment, and sorting stages before delivering organized results via Google Drive, WhatsApp, or Google Sheets.\n\n# How It Works\n\n## Processing Pipeline\n\n### Stage 1: Data Intake & Normalization\n1. **Form Submission**: User uploads a CSV/XLSX file and selects:\n - Delivery method (Google Drive, WhatsApp, or Google Sheets with processing)\n - Two personalization prompts for AI-generated messages\n2. **Column Mapping**: The workflow automatically recognizes and standardizes 100+ column name variations into consistent fields\n3. **Deduplication**: Removes duplicate entries by website URL and contact name\n4. **Initial Filtering**: Identifies and flags invalid websites (social media profiles, link shorteners)\n\n### Stage 2: Data Quality Routing\nThe workflow analyzes each record and routes it based on available data:\n\n**Route A: Invalid Website** → Sends directly to \"x Website\" sheet\n\n**Route B: No Website** → Verifies existing email and categorizes by validity\n\n**Route C: Valid Website + Email** → Proceeds to email verification and enrichment\n\n**Route D: Valid Website - Email** → Scrapes website to find email addresses\n\n### Stage 3: Email Discovery & Verification\nFor records needing enrichment:\n1. **Website Scraping**: Fetches HTML content from company websites\n2. **Email Extraction**: Uses regex patterns to identify email addresses\n3. **AI Selection**: GPT-5-NANO chooses the most relevant email from multiple options\n4. **Dual Verification**: \n - Primary check via Reoon API (deliverability, SMTP, safety)\n - Backup verification if primary fails\n5. **Personal Email Processing**: Separately validates personal emails when present\n\n### Stage 4: Website Intelligence Gathering\nParallel to email processing:\n- Extracts HTML title tags for company context\n- Captures meta descriptions for business understanding\n- Pulls H1 headings for content insight\n- Handles scraping failures gracefully with empty placeholders\n\n### Stage 5: Email Categorization Logic\nRecords are sorted into buckets:\n- **+1 Email**: Has exactly one verified email (business OR personal OR newly found)\n- **+2 Email**: Has two or more verified emails\n- **Single Source Records**: Only business email OR only personal email\n\n### Stage 6: AI Personalization\nFor records with verified emails:\n1. **Context Assembly**: Combines name, company, job title, website metadata, industry, keywords\n2. **AI Processing**: Sends to GPT-5-NANO or Gemini with user's custom prompts\n3. **Structured Output**: Generates:\n - Cleaned contact name\n - Shortened company name\n - Personalization message 1 (per user prompt)\n - Personalization message 2 (per user prompt)\n\n### Stage 7: Final Delivery\nBased on user's initial selection:\n- **Google Drive**: Uploads timestamped CSV, sends email with link\n- **WhatsApp**: Converts to XLSX and sends document\n- **Google Sheets**: Populates separate sheets by category with completion email\n\n---\n\n# How To Use\n\n## Prerequisites\n- Active n8n instance with required credentials:\n - Google Drive API access\n - Google Sheets API access\n - Gmail API access (for notifications)\n - WhatsApp Business API credentials\n - Reoon Email Verifier API keys\n - OpenAI API key (GPT-5-NANO)\n - Optional: Google Gemini API key\n\n## Setup Steps\n\n### 1. Configure Google Sheets Destinations\nCreate or use existing Google Sheets for data categorization:\n- **+1 Email Sheet**: Update document ID in \"+1 Email\" node\n- **+2 Email Sheet**: Update document ID in \"+2 Email\" node\n- **x Website Sheet**: Update document ID in \"x Website Data\" node\n- **No Website Sheet**: Update document ID in \"- Website +- Email +- Phone Number\" node\n\nEnsure all sheets have matching column headers as defined in the workflow.\n\n### 2. Set Up Google Drive Folder\n- Create a destination folder in Google Drive\n- Update the folder ID in the \"Upload file\" node\n- Ensure the service account has write permissions\n\n### 3. Configure WhatsApp\n- Add your WhatsApp Business Phone Number ID in the \"Send CSV\" node\n- Update the recipient phone number (format: +[country code][number])\n\n### 4. Customize Email Notifications\n- Update sender and recipient emails in \"Send a message\" and \"Send a Success Message\" nodes\n- Modify email templates as needed\n\n### 5. Verify API Keys\nCheck that all API credentials are active:\n- Reoon Email Verifier keys (two instances for redundancy)\n- OpenAI API key for GPT-5-NANO\n- All Google API credentials"},"typeVersion":1}],"pinData":{},"connections":{"Code":{"main":[[{"node":"CSV Loop","type":"main","index":0}]]},"Loop":{"main":[[{"node":"Processed Data Merge","type":"main","index":0}],[{"node":"E: Merge","type":"main","index":0},{"node":"E: exist or not","type":"main","index":0},{"node":"PR: Exist or not","type":"main","index":0}]]},"Limit":{"main":[[{"node":"Send a Success Message","type":"main","index":0}]]},"Merge":{"main":[[{"node":"Web Scrap Loop","type":"main","index":0}]]},"5 nano":{"ai_languageModel":[[{"node":"Personalize Message","type":"ai_languageModel","index":0}]]},"Verify":{"main":[[{"node":"Right or Wrong","type":"main","index":0}]]},"Verify.":{"main":[[{"node":"Right or Wrong.","type":"main","index":0}]]},"+1 Email":{"main":[[{"node":"Limit","type":"main","index":0}]]},"+2 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Let’s build a custom automation system that drives growth effortlessly.\n\nMore about me: https://bhavy.spidlabs.com","verified":true,"links":["https://linkedin.com/in/bhavy-shekhaliya/"],"avatar":"https://gravatar.com/avatar/ba3779a663cbba4e9f8af0710a4cafc69c7376ecaf8fff1ad7bc52ebd7ff97c9?r=pg&d=retro&size=200"},"nodes":[{"id":18,"icon":"file:googleSheets.svg","name":"n8n-nodes-base.googleSheets","codex":{"data":{"alias":["CSV","Sheet","Spreadsheet","GS"],"resources":{"generic":[{"url":"https://n8n.io/blog/love-at-first-sight-ricardos-n8n-journey/","icon":"❤️","label":"Love at first sight: Ricardo’s n8n journey"},{"url":"https://n8n.io/blog/why-business-process-automation-with-n8n-can-change-your-daily-life/","icon":"🧬","label":"Why business process automation with n8n can change your daily life"},{"url":"https://n8n.io/blog/automatically-adding-expense-receipts-to-google-sheets-with-telegram-mindee-twilio-and-n8n/","icon":"🧾","label":"Automatically Adding Expense Receipts to Google Sheets with Telegram, Mindee, Twilio, and n8n"},{"url":"https://n8n.io/blog/supercharging-your-conference-registration-process-with-n8n/","icon":"🎫","label":"Supercharging your conference registration process with n8n"},{"url":"https://n8n.io/blog/creating-triggers-for-n8n-workflows-using-polling/","icon":"⏲","label":"Creating triggers for n8n workflows using polling"},{"url":"https://n8n.io/blog/no-code-ecommerce-workflow-automations/","icon":"store","label":"6 e-commerce workflows to power up your Shopify s"},{"url":"https://n8n.io/blog/migrating-community-metrics-to-orbit-using-n8n/","icon":"📈","label":"Migrating Community Metrics to Orbit using n8n"},{"url":"https://n8n.io/blog/automate-google-apps-for-productivity/","icon":"💡","label":"15 Google apps you can combine and automate to increase productivity"},{"url":"https://n8n.io/blog/your-business-doesnt-need-you-to-operate/","icon":" 🖥️","label":"Hey founders! 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