Industrial AI Doesn't Need Another Dashboard. It Needs Better Decisions.
Industrial AI should cut the work between a signal and a decision. Alarm management lessons show why fewer, evidence-backed findings beat more screens.
Perspectives
AFFERENT's point of view on physical AI, predictive maintenance and the future of industrial infrastructure.
Perspectives articles
The AI Factory Is Still a Factory
AI data centers run on pumps, chillers, transformers and switchgear. At 120 kW per rack, the physical plant needs the condition monitoring factories use.
Why Edge AI Matters When Connectivity Fails
Remote and critical sites lose connectivity. Local inference keeps detection running through outages, cuts latency and bandwidth, and fits OT security.
The Physical World Is Still Under-Instrumented
Software is watched constantly; the pumps, transformers and chillers behind critical services mostly are not. Why the gap exists and why it matters now.
Why Machines Need a Nervous System
Infrastructure was built to act, not to feel. Sensors as receptors, networks as nerves and machine intelligence as the brain explain what comes next.
The Next Great AI Companies Won't Live Entirely in the Cloud
The first wave of AI ran on data already sitting in data centers. The next depends on signals from physical machines, and most will never reach the cloud.