Xeven Labs
All workData-Intensive Dashboard

Graph-Based Data Intelligence Platform

A relationship-scoring engine over public data, hitting single-digit-millisecond response times.

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The Challenge

Large-scale public data dashboard with a relationship-scoring engine. Challenge was architecture, not UI — modeling complex many-to-many relationships required a graph database instead of relational tables, with data pipelines pulling from multiple public APIs. Achieved single-digit-millisecond response times despite the complexity.

Our Approach

We moved the core data model into a graph database so multi-hop relationship traversal became a native operation instead of a chain of joins, and built pipelines that normalized data from several public APIs into one consistent graph shape.

The Impact

Relationship queries that would have taken multiple seconds as relational joins now return in single-digit milliseconds, making the scoring engine usable interactively instead of as a batch report.

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