This is a case report describing a formula-fed neonate with acute liver failure that was definitively diagnosed with hereditary fructose intolerance (HFI) using rapid whole exome sequencing (WES). The case highlights the risk of neonatal HFI from fructose additives in infant formulas and the diagnostic utility of rapid genomic sequencing.