Connai

The product is a queryable knowledge layer that ingests and synthesizes entities and relationships from business tools such as Slack, HubSpot and meeting notes into a single cited source of truth. It is for AI-native startups and executive and data teams in small businesses that run operations through agents. It is delivered as a self-hostable open source stack or a managed cloud with a hosted MCP endpoint, and is positioned as a read-only synthesis layer versus knowledge indexing or agent memory tools.

Key features

• Ingests and synthesizes entities and relationships
• Queryable from one system with citations
• Citations with as-of freshness
• Queryable from agents over MCP
• Unifies Slack, Granola, HubSpot and more
• No cold start derived automatically
• Learns from owner corrections and edits
• Self-host with local inference option
• Hosted MCP endpoint in cloud
• Continuous sync and automatic updates
• SSO SAML and SCIM support
• Audit log and granular access control
• Air-gapped or on-prem self-host option