Walk the Readiness Gate
Gate digital-twin capabilities by demonstrated readiness rather than optimism.
Scale decision A corrosion twin worked in a lab rig and one clean pilot. Leadership wants to deploy it to 38 pipelines with mixed materials and incomplete history. TRL thinking prevents a promising capability from being scaled beyond demonstrated evidence. Readiness logic Evidence follows environment realism Use readiness gates to ask where the capability has actually worked: concept, lab, relevant environment, operational environment, or proven use. Shortcut Pilot worked, so scale it. Scaling is matched to demonstrated readiness. Readiness is not a confidence feeling; it is evidence from the environment you are about to trust. 01 Classify 02 Gap 03…
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