Computational quantum chemistry is a cornerstone of modern R&D, used across reaction design, catalysis, and materials discovery. In this case study, we benchmark sample based quantum diagonalization on the W4-11 thermochemistry suite, presenting the largest high-throughput evaluation of a digital quantum device to date.