In this MSTips, we introduce the results of analysis of the aroma components of spearmint essential oil by gas chromatography-time-of-flight mass spectrometry (GC-TOFMS). Since essential oils are natural materials extracted from flowers, leaves, and seeds of plants, they are expected to contain substances not registered in the NIST database. Therefore, we used JMS-T2000GC and msFineAnalysis AI, which are capable of AI structural analysis, for the analysis.