Resources
Frequently asked questions

Frequently asked questions — B2B identity graph & architecture.

Clear answers regarding GraphIQ.ai's entity resolution engine, Entities Under Watch pricing model, and native MCP agent integrations.

How does an Identity Graph differ from a standard B2B contact database?

Standard directories store data in flat, disconnected rows. GraphIQ.ai treats global business data as an interconnected knowledge network of 300M+ organizations, 370M+ employees, and billions of operational signals. Every legal entity name variant, international subsidiary, office location, or title change resolves back to a single canonical entity node.

What is your data update velocity?

High-velocity signals are processed continuously across billions of operational signals. Core structural updates are fully resolved and updated within 24 to 72 hours of the primary filing event.

What does "Entities Under Watch" mean — and how are API overages structured?

Instead of charging per user seat or locking data access behind expiring credit limits, you pay only for the number of unique companies your workspace actively monitors. Stackable API packs priced at $99 per 25,000 calls — with non-expiring usage terms.

What is an MCP server, and how do our AI agents use it?

The Model Context Protocol (MCP) is an open standard. GraphIQ.ai hosts a native HTTP MCP server (https://app.graphiq.ai/mcp). This allows agents built in Claude Desktop, Claude API, OpenAI Responses API, or LangChain to query our 300M+ organization graph natively, reducing model hallucination rates by up to 87%.

Still have a question?

Browse the technical docs or talk to our team directly.

See the graph run on your account list.