Use Case — Sponsored Events

Helping attendees meet people outside their usual circle

A short opt-in survey — industry, role, and general interests — feeds a live association engine that finds genuine common ground between attendees, not just shared job titles. The result: meet-and-greet pairings and visuals that help people connect with someone they'd never have met on their own.

Meet-and-greet pairing based on real overlap in interests — not just job title — sparking conversations that wouldn't happen by chance

Breakout sessions can reflect who's actually registered, not just who signed up early

Visuals surface cross-sector overlap in real time — who's connected to whom, and where interests converge

Live guest interest network visualization
Interest network Guests as nodes, shared interests as connections — the same data that can drive seating charts or mentor/mentee pairing.
Live social interaction simulation of the room
Live interactions A generative view of the room and its interactions as they happen — the clearest look at engagement in real time.
Cramer's V association matrix scoring guest similarity
The method A 17-point survey scored with Cramér's V, a statistical measure of association — finding genuine common ground across everything from industry to favorite food and music, not just job title. That's what makes the meet-and-greet pairing actually work.
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