TinyML enables AI inference models to run on ARM Cortex-M microcontrollers consuming less than one milliwatt. In 2026, 4.3 billion IoT devices embed some form of local intelligence.
ARM Cortex-M vibration sensors detect bearing failure signatures 48h before breakdown. Deployed at ArcelorMittal Ghent.
-72% unplanned stopsRenesas RA8D1 cameras on production line: surface defect detection in 12ms without central server. 99.4% accuracy.
99.4% accuracyESP32-S3 sensors detect occupancy and adjust HVAC locally. Full GDPR compliance, no cloud.
-34% HVAC energyLoRa+ML soil probes predict moisture and trigger irrigation automatically. 5-year battery life.
-41% water usedMolderez Consult SRL designs your TinyML/IoT architecture and leads the deployment of embedded AI on your industrial equipment.
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