Introduction Levulinic acid, a versatile organic compound derived from biomass, has gained increasing attention due to its applications across various industries, including pharmaceuticals, agriculture, cosmetics, and biofuels. The market for levulinic acid is experiencing significant growth, driven by the shift towards sustainable and bio-based chemicals, stringent environmental regulations,...