Three connected portals — Admin, Member, University — over a shared structured data layer. Augmented by Natural-language Search, Community Insights, and three autonomous agents (People, University, Organization), each with multiple sub-agents that continuously enrich the platform's data from external sources.
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The hardest thing to scale at Tech Square is the same thing that makes it valuable: dense colocation of people, ideas, and partnerships. Without a platform, that value lives in calendars and hallway conversations.
Each user gets a portal designed for their role — not a homepage with role flags.
The structured data layer, search, and enrichment agents are the product. Portals are surfaces over them.
Collaborative Real Estate didn't have to stitch design, engineering, ML, and DevOps vendors. One studio, one conversation.
One design system across three portals, three user roles, and three breakpoints.
Members explore by person, organization, or interest, then request warm intros in-platform.
Users can discover various grades effortlessly with our Explore Grades feature. They can utilize dynamic filters and sorting options for easy navigation and exploration, ensuring a seamless user experience
Members, organizations, content, events, surveys, broadcasts, and moderation — built around real community-ops workflows, not a generic CRM.
Members describe what they need in plain language and the platform returns ranked, reasoned candidates from the community. The reasoning is visible alongside every match.
Ask the platform questions about the community in natural language and get grounded answers with citations to the underlying entities.
Members describe what they need in plain language and the platform returns ranked, reasoned candidates from the community. The reasoning is visible alongside every match.
The platform was assembled using the following technologies
