A neo-clerodane diterpenoid, salvihispin A (1), as well as its glycoside, salvihispin A-2-O-β-d-3-keto-glucopyranoside (2) were isolated from the aerial parts of Salvia hispanica. Compound 2 possessed an unusual 3-keto-glucopyranoside moiety. Their structures and absolute configurations were elucidated by extensive spectroscopic methods and confirmed by single crystal X-ray diffraction. Salvihispin A (1) and its glycoside (2) enhanced the neurite outgrowth of NGF-mediated PC12 cells at a concentration of 10 μM.