Every conversation about AI in asset integrity eventually arrives at the same place: the data. Not the volume of it (operators have decades of readings) but the structure. A wall-thickness measurement is only meaningful if you know which component it belongs to, which circuit that component sits on, and which damage mechanisms that circuit is exposed to.
That is why every Winda engagement starts by building Atlas on the client's data, not by deploying a model. The data model is the program.
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