📧 Lead Formatter

Clean, format, and enhance lead data using AI for cold email campaigns and lead management. Automatically standardize names, company names, and job titles using advanced language models. Perfect for sales teams that need properly formatted lead data without manual cleanup, marketing teams building segmented campaigns, or businesses managing bulk lead databases with inconsistent formatting. Process up to 1 million leads per run.

The Lead Formatter standardizes and enriches contact information automatically with up to 15 data fields including AI-generated company descriptions, personalized email lines, and case studies, enabling sales teams to launch high-quality outreach campaigns in minutes instead of hours.

✨ What Does It Do

• 📝 First Name - Normalize name capitalization for professional appearance
• 📝 Last Name - Standardize surname formatting for professional standards
• 🏢 Company Name - Remove suffixes (Inc., LLC, Corp.) and standardize capitalization for personalized outreach
• 💼 Job Title - Format job titles with proper capitalization
• 🌍 Country - Identify or standardize country information for geographic targeting
• 🔗 Website - Enrich leads with company website URLs
• 📞 Phone Numbers - Standardize personal and home phone numbers for systems
• 📊 Company Description - Generated brief company overview to provide context
• 🎯 Industry - Automatically identify the company's primary industry
• ✉️ Personalized Line - Generated opening line for cold emails tailored to each lead
• 📚 Case Study - Generated industry-relevant success story for credibility
• ✅ Verified Email - Email deliverability status to ensure inbox placement

🔧 Input

• Leads File - Upload your leads file containing contact information to format and enrich. Supported formats: JSON (array of objects), XLSX or Excel (first sheet used), CSV. The tool automatically detects column names (case-insensitive) and supports variations like 'First Name', 'first_name', 'firstName'. Required: email. Optional: firstName, lastName, companyName, jobTitle, country, website, personalPhone, homePhone
• Format Job Title - Format job titles with proper capitalization and professional standards (enabled by default)
• Format Company Name - Clean company names with proper capitalization and remove business suffixes like Inc., LLC, Corp. for personalized cold emails (enabled by default)
• Format Personal Phone - Standardize personal phone numbers to E.164 international format for systems
• Format Home Phone - Standardize home phone numbers to consistent format
• Remove Duplicate Leads - Remove duplicate leads based on email address
• Remove Blank Leads - Remove leads that have no data in any field
• Generate Company Description - Create brief company descriptions based on available information to enrich your leads
• Generate Personalized Line - Create customized opening lines for cold emails based on lead information for higher reply rates
• Pull Case Study - Create brief case studies or success stories relevant to the company's industry
• Generate Industry - Automatically identify the primary industry for each company
• Segment By - Group leads into separate datasets based on fields like country, jobTitle, or industry
• Sort By - Sort all leads by a specific field (e.g., companyName, country, jobTitle)
• Sort Order - Control sort direction with 'asc' or 'desc'
• Enable Web Search - Enable real-time web search to enrich leads with up-to-date company information
• Temperature - Control creativity (0.1-0.3 for consistent results, 0.7-1.0 for creative content). Default: 0.3
• Email Verification Key - Optional email verification using Million Verifier
• Field Configurations - Advanced customization to set custom instructions and output column names

Example input:

{
  "leadsFile": "https://api.apify.com/v2/key-value-stores/rFlGez0FeHA0VgeU0/records/leads.csv",
  "formatJobTitle": true,
  "formatCompanyName": true,
  "generateCompanyDescription": false,
  "generatePersonalizedLine": false,
  "pullCaseStudy": false,
  "generateIndustry": false,
  "removeDuplicates": false,
  "removeBlanks": false,
  "segmentBy": [],
  "sortBy": "",
  "sortOrder": "asc",
  "temperature": "0.3"
}

📊 Output

Each lead includes up to 15 data fields covering contact info, enriched data, and AI-generated content. Download as JSON, CSV, or Excel.

📧 Email	👤 First Name	👤 Last Name
🏢 Company Name	💼 Job Title	🌍 Country
🔗 Website	📞 Personal Phone	📞 Home Phone
📊 Company Description	🎯 Industry	✉️ Personalized Line
📚 Case Study	✅ Verified Email	🚫 Errors

💎 Why Choose the Lead Formatter?

Feature	Our Actor	Similar Tools
Generate personalized cold email lines	✔️	❌
AI-generated case studies by industry	✔️	❌
Supports JSON, CSV, XLSX file uploads	✔️	Partial
Real-time web search enrichment	✔️	❌
Email verification integration	✔️	❌
Custom prompts per field	✔️	❌
Remove duplicates automatically	✔️	✔️
Segment leads by multiple fields	✔️	Partial
Sort and organize leads	✔️	✔️
Process up to 1 million leads	✔️	❌
No coding required	✔️	❌
Free tier available	✔️	❌

📋 How to Use

No technical skills required. Follow these simple steps:

1. Sign Up - Create a free account with $5 credit
2. Find the Tool - Search for "Lead Formatter" in the Apify Store and configure your input
3. Run It - Click "Start" and watch your results appear

That's it. No coding, no setup, no complicated configuration. Now you can export your data in CSV, Excel, or JSON format.

🎯 Business Use Cases

• 📧 Sales Development Representative - Upload 500 cold leads, remove duplicates, generate personalized opening lines, and segment by company size to launch targeted outreach campaigns that achieve 3x higher reply rates
• 📊 Marketing Manager - Clean a database of 10,000 signups with inconsistent name formatting, segment by country and industry, and download organized lists for localized campaign management
• 💼 Business Development Team - Enrich prospect data with AI-generated company descriptions and case studies relevant to each prospect's industry, then sort by job title to prioritize outreach to decision-makers

❓ FAQ

🔍 How does the lead formatter work? Upload your leads file in JSON, CSV, or Excel format. The tool automatically detects column names, formats fields according to your settings, and optionally uses AI to enrich missing data and generate personalized content. Results are pushed to your dataset as they're processed.

📊 How accurate is the formatting? The formatter uses advanced language models with low temperature (0.3) for consistent, deterministic results. All formatting follows professional standards for names, company names, and job titles. Email verification is available through Million Verifier integration.

📅 Can I schedule regular formatting runs? Yes. Use the Apify Scheduler to run the Lead Formatter on a daily, weekly, or monthly schedule. Perfect for keeping your data clean automatically.

⚖️ Is lead enrichment allowed? Lead enrichment from publicly available sources is generally permitted, but you are responsible for ensuring your use complies with applicable laws, website terms of service, and data privacy regulations in your jurisdiction.

🛡️ Will the tool work if a website blocks automated access? The Lead Formatter uses language models for formatting and enrichment, not direct website scraping. If you enable web search, it respects standard web protocols and rate limits. No special configuration is needed.

⚡ How long does a formatting run take? Processing time depends on the number of leads and which features you enable. Simple formatting (names, company names, phone numbers) processes 100 leads in approximately 2-3 minutes. Generated content (descriptions, personalized lines, case studies) adds 30-60 seconds per lead. Web search enrichment adds additional time per lead.

⚠️ Are there any limits? Free users can format up to 100 leads per run. Paid users can format up to 1,000,000 leads per run.

🔗 Integrate Lead Formatter with any app

• Make - Automate workflows
• Zapier - Connect 5000+ apps
• GitHub - Version control integration
• Slack - Get notifications
• Airbyte - Data pipelines
• Google Drive - Export to spreadsheets

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Browse our complete collection of data extraction tools for more.

🚀 Ready to Start?

Create a free account with $5 credit and format your first 100 leads for free. No coding, no setup.

🆘 Need Help?

• Check the FAQ section above for common questions
• Visit the Apify support page for documentation and tutorials
• Contact us to request a new scraper, propose a custom project, or report an issue at Tally contact form

⚠️ Disclaimer

This Actor is an independent tool provided as-is. Users are responsible for complying with applicable laws and terms of service when processing data. All trademarks mentioned are the property of their respective owners.