Predictive maintenance
for the modern factory.
Stop downtime before it happens. Real-time anomaly detection, vibration spectrum analysis and an AI maintenance assistant — in one clean console.
Capabilities
Everything you need to keep machines running.
From raw sensor data to actionable diagnostics — condition monitoring that mirrors real industrial practice.
AI anomaly detection
Isolation-Forest models score every reading in real time and surface anomalies before they become failures — no manual thresholds.
Vibration spectrum analysis
FFT + envelope analysis with bearing characteristic frequencies (BPFO/BPFI) to catch incipient bearing faults early.
Health & RUL
A live health score and days-until-maintenance estimate from thermal and vibration degradation models.
Real-time MQTT
Stream telemetry from ESP32 boards and PLCs with sub-second latency into a time-series store.
AI maintenance assistant
A retrieval-augmented chatbot answers grounded in your equipment manuals — diagnoses, procedures, safety notes.
Built to deploy
Containerised microservices running on Azure Container Apps with managed TLS and CI/CD.
Timeline
Live in under a week. Payback in under seven months.
Old or new machines — we connect, stream and act fast. Here's how a line goes online.
DAYS 1–2
Connect
Old machines get a small sensor box; modern lines tap straight into existing protocols (MQTT / PLC).
DAYS 3–4
Stream
Telemetry streams continuously to the AI; baselines and models calibrate to your equipment.
UNDER 1 WEEK
Go live
Anomaly detection plus FFT + envelope vibration analysis go live — dashboards, alerts and health scores.
UNDER 7 MONTHS
Payback
Avoided unplanned downtime and condition-based maintenance deliver ROI in under seven months.
Built on industry-standard technologies
FAQ
Frequently asked questions
Ready to prevent downtime?
Explore the live console — real-time telemetry, vibration diagnostics and an AI assistant.