Predictive Maintenance Pipelines & OT Telemetry
Streaming sensor ingestion and anomaly-detection agents that surface equipment failures before they stop the line, deployed inside a zero-trust OT boundary.
The Challenge
A precision manufacturing operator was losing entire shifts to unplanned line stoppages. Vibration and temperature sensors existed across the CNC fleet, but their readings terminated in disconnected vendor consoles nobody watched. Maintenance ran on fixed calendars and operator intuition, while the vendor's cloud monitoring quote demanded raw plant data leaving the perimeter, an immediate non-starter for their security office. Every failed bearing cost weeks of lead-time replacement and missed delivery penalties.
The Engineered Solution
Jampuk Intelligence delivered a fixed-scope Predictive Maintenance & OT Telemetry pipeline powered by our AI Integrations platform and DevOps Engineering infrastructure.
- → Secure Sensor Onboarding: PLC, SCADA and IoT gateway streams are normalized through one-way secure adapter interfaces, keeping the plant network sealed behind a zero-trust boundary.
- → Time-Series Ingestion Spine: High-frequency telemetry lands in a queryable time-series store with per-signal lineage, so every alert traces back to verifiable raw readings.
- → Anomaly Detection Agents: Per-asset baselines score vibration, thermal and load signatures in real time, flagging degradation drift days before functional failure thresholds.
- → CMMS Routing & Handover: Prioritized work orders route straight into existing maintenance systems, with the full pipeline repository and runbook handed over at a fixed price.
Predictive Maintenance Pipeline Workflow
From raw plant-floor telemetry to routed maintenance work orders
Sensor Estate Onboarding
Connects PLC, SCADA and IoT gateway telemetry through secure adapters
Streaming Ingestion Layer
Normalizes high-frequency sensor streams into a queryable time-series spine
Anomaly Detection Agents
Baseline models flag drift, vibration and thermal deviations in real time
Alerting & Handover
Routes prioritized maintenance signals to CMMS with runbook transfer
Core Benefits & System Outcomes
Measured uptime outcomes with full pipeline ownership
Downtime Predicted Before Failure
Converts reactive breakdowns into scheduled interventions. Anomaly agents score every stream continuously so degrading bearings and thermal drift surface days before unplanned stops.
Zero-Trust OT Boundary
Keeps production networks sealed. Telemetry crosses into the analytics plane through one-way secure adapter interfaces, so no inbound path ever reaches the plant floor.
Full Pipeline Ownership
Ends black-box SaaS monitoring lock-in. The ingestion spine, detection models and alert routing ship as a reproducible Git repository with deployment runbook at a fixed price.
Telemetry Sandbox Terminal
Replay how sensor streams become predictive maintenance signals
1. Select Target Production Asset
> Standing by. Initiate telemetry analysis to baseline sensor streams and score anomaly agents...
Predict Failures Before They Stop Your Line
Speak directly with AI steward & systems architect Hafiz Zainudin to scope a fixed-price predictive maintenance pipeline deployed inside your own perimeter.