GroundUp.AI
Industrial IoT & AI AI / IOT AI Predictive Maintenance & Industrial Telemetry
Transforming raw IoT machine sensor streams into actionable predictive maintenance charts and downtime warnings.
THE CHALLENGE & BOTTLENECK
The Architectural Problem
Massive time-series IoT data volumes overwhelmed frontend rendering engines, making machine health trends hard to analyze.
ENGINEERING & IMPLEMENTATION
Architectural Solution & Decisions
Engineered performant D3.js visualization pipelines with Web Workers, backed by Node.js real-time analytics aggregation.
VERIFIED RESULTS
Measurable Outcomes & Business Impact
#01
60+ FPS smooth charting on millions of sensor data points
#02
Early failure detection reducing unplanned plant downtime by 35%
#03
Sub-second anomaly alert dispatching to maintenance teams