This case report describes a 75-year-old male with ALS who received personalized drug combinations guided by AI-PRS technology. The study found that a 2-drug combination of ibudilast and riluzole improved muscle strength, while a 4-drug initial combination showed positive but unsustainable trends before adverse events necessitated adaptation.