Manual or traditional inspection methods fail to capture complex physical defects or property variations in real-time. Automating high-precision evaluation reduces operational downtime and prevents the propagation of defective materials in production cycles.

High-dimensional material discovery suffers from a combinatorial explosion of variables that makes traditional trial-and-error prohibitively slow. Reducing the number of iterations required to find optimal candidates accelerates the R&D lifecycle.