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Amy Campbell

Apr 20 2026

Closing the Feedback Loop: Using IoT Data to Improve Design, Manufacturing, and Aftermarket Performance

feedback loop

Closing the feedback loop with IoT data changes the dynamic. It connects real-world performance directly back into design, manufacturing, and aftermarket strategies, creating a continuous cycle of improvement. For CEOs, COOs, and leaders across engineering, operations, and sales, this is not just a technology shift; it is a business transformation.

Written by Amy Campbell · Categorized: AI, CX, IIoT, IoT · Tagged: AI, alerts, API, artificial intelligence, competitive advantage, Data Exchange, data visualization, data-driven decision-making, dynamic forecasts, equipment monitoring, fleet operations, forecasting, IIoT, Industrial Internet of Things, Internet of Things, IoT, Machine Learning, OEMs, PdM, Predictive Maintenance, real-time data, regression modeling, regression models, rental fleet management, Uptime

Apr 01 2026

How IoT Data Improves Product Design & Reliability

iot data

The rise of IoT-enabled products is fundamentally changing that equation. With real-time, continuous IoT data flowing directly from field assets, OEMs now have unprecedented visibility into how their products actually perform—under real-world conditions, across diverse environments, and throughout the entire lifecycle.

Written by Amy Campbell · Categorized: AI, CX, IIoT, IoT · Tagged: AI, alerts, API, artificial intelligence, competitive advantage, Data Exchange, data visualization, data-driven decision-making, dynamic forecasts, equipment monitoring, fleet operations, forecasting, IIoT, Industrial Internet of Things, Internet of Things, IoT, Machine Learning, OEMs, PdM, Predictive Maintenance, real-time data, regression modeling, regression models, rental fleet management, Uptime

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