From Observability to Operational Intelligence: Why Your IoT Platform Needs to Do More Than Watch

Did you know that manufacturers lose an average of 23% of productive capacity to unplanned downtime — most of which is preceded by detectable warning signals hours before the failure occurs?

Walk through any modern manufacturing facility or infrastructure operations center and you'll find something remarkable: sensors everywhere, dashboards glowing, telemetry streaming in real time. Organizations have invested heavily in connectivity and visibility. Yet ask the operations leaders running these environments about their biggest challenge, and a surprising pattern emerges. It's not a lack of data. It's a lag between data and action.