The right collaborator exists in your community. Static directories and intros overcoffee don't find them.
A working solution built on our production community intelligence platform —connecting people, organizations, patents, grants, and publications. Knowledgegraph grounded. Permissioned. Every match explained.
A knowledge-graph-powered AI layer that maps people, organizations, patents, and grants across your community — so members find collaborators they'd never discover by browsing. Part of our Decision Intelligence stack. Read More
LangChain-orchestrated agents pull from LinkedInand institutional sites, then run extraction, validation, and entity resolution beforewriting structured records to the knowledge graph. LangSmith traces every agentrun end-to-end — so any extraction failure is debuggable, not invisible. Users canedit anything the agents collect.
No. It's a knowledge graph that ranks matches withreasoning, plus connection flows that turn matches into warm intros — not coldoutreach.