The disclosed are shelf-stable beta-hydroxyisovaleric acid containing soft gel compositions and methods for making such compositions. In certain aspects, disclosed compositions comprise a plant-based capsule shell and a liquid formulation comprising beta-hydroxyisovaleric acid and at least one excipient, wherein the soft gel capsule is shelf-stable. In certain aspects, the excipient is selected from selected from choline salt, betaine, phosphatidylcholine, alpha- glycerophosphocholine, carnitine, adenosine 5 '-triphosphate, or a combination thereof.