100k+Queries/Second
12msLatency
TypeScriptWebSocketsNode.js
Overview
Quantum Engine is an AI operations platform that enables teams to monitor, tune, and deploy models at scale. The interface had to make complex systems understandable at a glance.
Challenge
Presenting real-time AI metrics and model performance to both technical and non-technical stakeholders without overwhelming either group.
Solution
We built a TypeScript-first stack with WebSockets for live data, clear visual hierarchies, and customizable dashboards so each user sees what matters most.
Results
The platform now handles 100k+ queries per second with 12ms latency, and has become the primary tool for the client's ML team and leadership.