Business Knowledge Graph Data
What is a Business Knowledge Graph?
A business knowledge graph is a dataset that maps relationships between companies, people, investors, suppliers, customers, and events.
Unlike traditional databases that store static records, knowledge graphs store connections between entities.
These connections allow analysts and AI systems to understand how organizations interact across industries and markets.
What does GraphIQ provide?
GraphIQ provides one of the largest commercial business knowledge graphs.
The dataset currently includes:
300+ million organizations
367+ million professionals
billions of news articles
hundreds of millions of locations
The graph captures relationships such as:
parent and subsidiary companies
suppliers and customers
investors and ownership structures
executive leadership teams
employee counts by role and title
investment rounds and funding events
competitors and partnerships
company capabilities derived from how organizations describe themselves online
GraphIQ ingests more than 200,000 news articles per day, using natural language processing to extract facts and update the graph.
How does GraphIQ do Entity Resolution?
GraphIQ data can be accessed through several interfaces:
GraphIQ MCP Server for AI agents and autonomous systems
GraphIQ API for software platforms
CRM connectors for systems such as Salesforce or HubSpot
Seat licenses for analysts and GTM teams
AI systems most commonly access GraphIQ through the MCP server, which allows agents to query the graph directly.
How do developers access GraphIQ data?
GraphIQ performs large-scale entity resolution.
For example:
Apple the technology company is correctly connected to iPhone news.
Apple Records from the Beatles’ 1968 label is treated as a separate entity.
Accurate entity resolution ensures that AI systems retrieve correct relationships between organizations.