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Video

AI-Driven CNC Intelligence with IRIS Foundry

02.17.2026

Modern CNC environments generate massive volumes of OT and enterprise data—but without context, that data cannot prevent downtime. In this video, we demonstrate how an application built using IRIS Forge and powered by IRIS Foundry unifies MQTT, OPC UA, telemetry, and SAP data to deliver FMEA-trained predictive maintenance that reduces unplanned downtime and accelerates response. See how AI-driven risk scoring, component-level diagnostics, and automated SAP work orders turn machine signals into measurable operational impact.

What You’ll Learn

  • How to unify IT and OT data without disruption
    Connect MQTT, OPC UA, telemetry, and SAP work orders into a single contextual intelligence layer using IRIS Foundry.

  • How FMEA-trained ML models improve predictive accuracy
    Apply industrial-grade models built in ML Studio to map live signals to defined failure modes.

  • How risk-based maintenance prioritizes ROI
    Use AI-driven risk scoring to rank issues by failure probability and production impact across machine fleets.

  • How to detect failures before they happen
    Identify spindle bearing wear, servo drift, backlash growth, thermal drift, and current deviation early using SPC and degradation forecasting.

  • How to move from insight to execution automatically
    Leverage an AI copilot for natural language analytics and auto-generate SAP work orders with complete failure context and recommended actions.

  • How to reduce downtime and manual workflows
    Shift from reactive firefighting to proactive, automated maintenance that accelerates response and protects production continuity.

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