Condition and time-series data with operational state.
Problem: Telemetry existed, but teams could not distinguish useful condition changes from stale or disconnected signals.
Delivery pattern: Asset identity, state model, quality flags, buffering, historian or time-series publication and maintenance context.
Outcome: A reliable foundation for asset performance management and predictive maintenance.