Predictive Maintenance
Integrate IIoT telemetry via MQTT to identify machine failure patterns. When thresholds are exceeded, the system creates maintenance orders and spare parts requests in ERPNext to minimize unplanned downtime.
The Operational Bottleneck
"Maintenance is typically reactive ('it's broken') or scheduled ('every 6 months'), neither of which is efficient. Reactive downtime costs $5k/hour in lost production, while scheduled upkeep often replaces healthy components prematurely."
The Sovereign Solution
We connect your production assets to GCP via MQTT/OPC-UA. Our anomaly detection core identifies vibration or thermal patterns indicating imminent failure and automatically generates a Maintenance Ticket and Spare Parts Request in ERPNext.
Core Mesh Architecture
Sovereign Cloud Integration
IoT Core Gateway
MQTT / Protobuf Stream
Dataflow Logic
Predictive Failure Detection
ERPNext CMMS Sync
Auto-provisioned Maintenance
Real-World Application
Spindle Failure Prediction in Aerospace
A precision aerospace shop monitors spindle vibration frequencies. Infinary-Sense detects a subtle 'harmonic shift' in Spindle #12 indicating bearing fatigue—predicted to fail within 48 hours. The system automatically checks ERP inventory for a 'Bearing Kit B-900'.
Finding none, it creates an Urgent Purchase Request and schedules a Maintenance Ticket. The part arrives Friday, the spindle is replaced Saturday morning, and the shop avoids a catastrophic mid-run failure on Monday that would have scrapped a $40k titanium airframe component.
Operational Logic
Continuous
Decision Flow
Node Ingress
Secure gateway collection of industrial machine telemetry.
Stream Processing
Real-time anomaly detection using Cloud Dataflow.
Maintenance Trigger
Automated creation of ERPNext Maintenance Tickets.
Asset Bio
Immutable performance history logging for every machine node.
Measurable Impact
ROI Dashboard
Reduction in catastrophic machine failure events.
Extension of production hardware lifespan.
Automated procurement based on health signals.
Google Cloud Ecosystem Alignment
* Infrastructure costs billed directly via your private GCP project.