Mechanism 1: Standards First (Citable and Verifiable)
AI is better at extracting complete expressions of "standard name + coverage + key indicators + testing methods/basis". Rather than saying that AI understands your certificate, it's more accurate to say that it understands a standardized description that can be cited.
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