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highlights

Database size & scale

580M+ people profiles  ·  100M+ companies globally  ·  168 quadrillion relationships mapped  ·  Daily job change detection & updates

Core data products

Relationship Mapping Data
People & Job Changes
Companies & Fundraising
Live Enrichment
Social Engagement Data
Network Mapping AI

Relationship Intelligence Engine

Map anyone's extended professional network in real-time  ·  Relationship strength scoring  ·  Work & education overlap detection  ·  Warm intro path discovery  ·  Connection strength indicators

Data signals & sources

LinkedIn Connections
Email Contacts & Calendar
Social Posts & Reactions
Job Change Tracking (Daily)
Company Funding & Growth Signals
Firmographic Data

Delivery channels & integrations

REST API & GraphQL
MCP (Claude & LLM Integration)
Native HubSpot Integration
Clay Integration
Attio, Airtable, Unify
Chrome Extension
SaaS Web Application
CSV & Bulk Export

Primary use cases

Sales & GTM Teams
Recruiting & Talent
Investor Deal Sourcing
Founder Networking
Warm Intro Paths
AI Agent Building

Compliance & security

GDPR Compliant
CCPA Compliant
SOC 2 Type II Certified
Secure-by-Design Infrastructure
No Data Rental or Resale

Pricing & tiers

Free 30-Day Trial
SaaS from $99/month
API Usage-Based Scaling
Annual & Monthly Billing
Enterprise Custom Pricing

Customers & investors

Thousands of startups & established companies  ·  Backed by HubSpot Ventures, Sequoia Capital, Motivate Ventures, TRAC VC  ·  G2 Rating 4.8/5  ·  #1 on Product Hunt

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About Company

The Swarm is a relationship intelligence platform founded in 2021 by David Connors (CEO) and Michal Bill, headquartered in San Francisco with approximately 9 employees. The company has raised $13.91M in total funding (as of August 2025), most recently closing an $8M funding round in May 2025 led by HubSpot Ventures, with participation from Motivate Ventures, TRAC VC, and backing from Sequoia Capital (first investor), Global Founders Capital, and Unpopular Ventures. The Swarm is rated 4.8/5 on G2 and ranked #1 on Product Hunt with nearly 800 upvotes.The core product is a relationship intelligence engine that maps companies’ and individuals’ extended professional networks in real-time, revealing 168 quadrillion relationships across a database of 580M+ people and 100M+ companies globally. The platform’s unique differentiator is scoring every connection by relationship strength and surfacing warm intro paths instead of relying on cold outbound. Data is continuously enriched with daily job change detection (updated instantly), LinkedIn connections, email and calendar signals, social posts and reactions, fundraising data with round history and investor networks, firmographic data, team size changes, and industry classifications. For developers and teams building AI agents, the Swarm offers live enrichment endpoints, a Network Mapper API for discovering warm paths, social engagement data retrieval, and relationship mapping technology all accessible via REST API, GraphQL, or the new MCP (Model Context Protocol) server for direct integration with Claude and other LLM platforms.

Delivery spans multiple channels: the native SaaS web application for team collaboration, REST APIs and SDKs for developers, native integrations with HubSpot and Clay, connections to Attio, Airtable, Unify, Instantly, and Clarify, a Chrome extension for browser-based lookups, and MCP for AI agents. Use cases span sales teams replacing cold outbound with network-orchestrated revenue, recruiting platforms enriching candidate data with professional history and networks, investors sourcing deals through founder networks and portfolio company relationships, and AI agent builders automating warm intro discovery at scale. Pricing starts at $99/month for the SaaS platform with a free 30-day trial, and API access scales with usage. The company emphasizes that data is never rented or sold to third parties for advertising or promotional use — instead, it’s built to help teams unlock their collective company network and authentic relationships.

data catelog
Field NameData TypeDescription
profile_info.idkeywordUnique profile identifier
profile_info.first_namekeywordPerson's first name
profile_info.last_namekeywordPerson's last name
profile_info.full_nametextComplete name (searchable)
profile_info.emailskeywordAll associated email addresses
profile_info.work_emailskeywordWork/professional email addresses
profile_info.job_titletextCurrent job title
profile_info.job_title_rolekeywordNormalized job function (e.g., 'Engineer', 'Sales')
profile_info.job_senioritieskeywordSeniority levels (e.g., 'Manager', 'Senior')
profile_info.job_company_nametextCurrent company name
profile_info.job_company_idkeywordCurrent company unique identifier
profile_info.job_company_industrykeywordCurrent company's industry
profile_info.job_company_sizekeywordCompany size bracket (e.g., '1-10', '100-500')
profile_info.job_company_location_nametextCurrent company location (city/country)
profile_info.job_company_websitekeywordCurrent company website URL
profile_info.job_start_datedateCurrent job start date
profile_info.location_nametextPerson's current location
profile_info.location_countrytextCountry of residence
profile_info.educationnestedEducation history (school, degree, major, dates)
profile_info.experiencenestedWork history (company, title, dates, is_primary)
profile_info.skillstextProfessional skills and competencies
profile_info.certificationsnestedProfessional certifications (name, company)
profile_info.industrieskeywordIndustries across work history
profile_info.linkedin_accountsnestedLinkedIn profiles (username, connections, followers)
profile_info.hiringbooleanIs actively hiring (true/false)
profile_info.open_to_workbooleanOpen to new opportunities (true/false)
profile_info.smart_tagskeywordAI-generated attribute tags
profile_info.latest_company_change_atdateDate of most recent company change
profile_info.latest_role_change_atdateDate of most recent role/title change
profile_info.updated_atdateLast profile data update timestamp
team_connectionsnestedRelationship data within teams (strength, origin, member count)
connectionsnestedDirect relationship connections (strength_normalized, sources, origins)
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