Data-driven materials engineering: integrated screening (experimental design, sample preparation, characterization) and accelerated prototyping with custom alloy coatings on flat and structured substrates. Scaled coating production via manufacturing partnerships to deliver application-ready materials for architecture, aerospace, clean energy and semiconductor industries.