Shared equipment interfaces could help tank and bulk businesses investigate faults, coordinate testing, and review operating records. Equipment makers, laboratories, and automation providers are the strongest candidates for early trials. Fleets and service shops can begin by identifying useful equipment data and measuring a narrowly defined pilot. NIST’s scientific AI robot was used in a…