Automation depends on reliable inputs. Winter alters system behavior, and predictive maintenance helps surface real drift instead of seasonal noise. Look at this example for farmers and ranchers, how automation can help maintain equipment--which in turn saves crop and livestock.
Clear thresholds and simple alert bands keep operators focused on issues that truly matter.
How do you handle seasonal variability in your automation rules?
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