Industrial AI applications
Industrial IoT: Sensors, Connectivity & Analytics
Industrial IoT connects machines and sensors to the people and systems that manage production, maintenance, and service.
How it fits industrial operations
An industrial IoT system moves observations from equipment to an application through gateways, communications networks, and data services. Reliable timestamps, asset identity, engineering units, and operating context are prerequisites for useful analytics.
For the city-scale counterpart, see Smart City Dispatch’s guide to IoT sensors for urban services.
What to evaluate
Assess connectivity in real operating conditions, data ownership, integration effort, and the behavior of the system when communications fail. Collecting more data is useful only when it supports a defined decision.
Relevant AI methods
- Time-Series Forecasting — Predicting what happens next over time.
- Anomaly Detection — Flagging unusual behavior and early warning signals.
Equipment in this field
- Ultra-Class Mining Haul Trucks — The largest rigid-frame trucks in surface mining, built to move hundreds of tons of ore or waste on every cycle.
- Wheel Loaders — Fast, versatile loading machines that scoop, carry, stockpile, and feed material across mines, quarries, plants, and jobsites.
Expert analysis
Recent signals and runners-up
Thursday, October 29, 2026 · Runner-up
GM monitors hundreds of thousands of factory devices with AI.
GM is using predictive models, sensor analytics and real-time weld inspection across production plants to catch equipment and quality problems before they stop lines.
Wednesday, October 28, 2026 · Daily Signal
Percepto opens inspection AI to existing industrial sensor fleets.
Percepto launched a hardware-agnostic inspection platform that can use existing drones and sensors, alongside a new multi-year contract covering a U.S. energy company's transmission network.
Wednesday, October 28, 2026 · Runner-up
Proman embeds predictive alerts into methanol maintenance workflows.
Proman is applying industrial AI to equipment degradation, abnormal behavior and sensor anomalies while incorporating predictive alerts into maintenance decisions at a major methanol operation.
Wednesday, October 21, 2026 · Runner-up
Deere connects new landscaping fleet through JDLink.
John Deere introduced five landscaping and compact-equipment lines with JDLink connectivity as standard, giving contractors a common Operations Center view across turf, snow and material-handling work.
Monday, October 19, 2026 · Runner-up
Hesai maps robot training spaces in 15 minutes.
Hesai launched Kosmo, combining an 8K spatial camera, lidar, an inertial sensor and cloud reconstruction to convert real environments into reusable 3D scenes for robot training and world-model development.
Sunday, October 18, 2026 · Runner-up
Grid sensors unlock 290 megawatts on existing lines.
The U.S. Energy Department intends to provide up to $50 million for advanced conductors and dynamic line ratings expected to add 290 MW across Appalachian Power's Virginia system using existing transmission corridors.
Sunday, October 11, 2026 · Daily Signal
ANYbotics turns robot inspections into plant operations.
ANYbotics has launched Shift as the operating layer for autonomous inspection fleets, connecting robot missions and sensor findings to plant context and maintenance workflows across more than 200 deployments.
Thursday, October 8, 2026 · Runner-up
Gideon commercializes end-to-end autonomous trailer handling.
Gideon's TREY forklift is commercially deployed to load and unload entire trailers, combining perception, autonomous charging, audit imagery and fleet telemetry.
Monday, September 28, 2026 · Runner-up
OT security guidance catches cloud-connected operations.
NIST’s draft fourth revision of its OT-security guide explicitly covers IIoT and cloud convergence while expanding asset-management, detection and zero-trust guidance.