China publishes three national AI standards for steel industry

Standards work is the unglamorous layer that decides whether AI adoption in heavy industry stays bespoke pilots or becomes repeatable infrastructure. By defining scenario classification, dataset requirements and maturity assessment, these documents give steelmakers and their AI vendors a shared vocabulary — which matters most to the smaller mills that lack in-house capability to build their own frameworks. The open question is uptake: whether these guiding documents become de facto procurement criteria, or remain reference material that larger players cite and smaller ones ignore.