Global – October 27, 2026 -- A historian export of tags and timestamps is rarely a training-ready dataset for Industrial AI, according to TDengine guidance that tells engineers to establish what each measurement means, when it happened, which asset produced it and whether it is reliable before data reaches an external model-training workflow.