Problems
Telemetry volume was high; actionable foresight was not. Teams needed ranked risk, not another dashboard.
Solution
NovaSense runs streaming features over MQTT, serves models via FastAPI, and explains every flag in a spare ops UI with safe shadow rollouts.
Outcomes
35%
Earlier detection
Explainable
Alert reasons
Edge↔Cloud
Hybrid inference
- 01
Online features from live device streams
- 02
Human-readable model rationales in ops UI
- 03
Safe rollout with shadow scoring first
Client
Smart Operations
Role
AI + IoT
Year
2025
Focus
AI
Visuals
Device anomaly detection and predictive maintenance agents trained on live IoT telemetry streams.
Engineered with
PythonML PipelinesMQTTFastAPI
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