Feature
Enrich
People Data Labs
API-first design
REST API, Node.js SDK, Go SDK, MCP server
REST API, Python SDK, multiple language support
Dataset size
Multi-source verified data, 2.4M+ monthly
3B+ person records, 30M+ companies
Email Finder
a verified match rate exceeding 94%, sub-200ms API response
Email data within person enrichment
Phone Finder
Dedicated phone lookup API
Phone data within person records
Email Validation
SMTP verification, catch-all detection
Not offered as standalone
Identity Resolution
Reverse email lookup with matching
Advanced identity resolution across datasets
Lead Finder
access to 300M+ professional profiles, 100+ filters, 1 credit/person
Person search API with query filters
People Search / Employee Finder
Find employees by company, title, seniority (1 credit)
Company search with employee data
Waterfall ICP Search
Cascading multi-source ICP matching via API
Not available
Company Follower Analysis
Analyze company followers for lookalike targeting
Not available
Technographic Filters
Filter by CRM, marketing automation, cloud provider
Technology data in company profiles
Funding & Hiring Signals
Funding rounds and hiring trends in Lead Finder
Company data includes some funding info
Bulk processing
Up to 500K records per batch with webhooks
Bulk enrichment and dataset licensing
AI agent integration
Native MCP server for Claude, OpenAI, Gemini
No native AI agent integration