In recent years, the exploration of the therapeutic potential of
Salvia
has gained considerable attention, leading to a growing number of scientific studies emphasizing its pharmacological properties. Despite this, therapeutic applications of
Salvia
remain underexploited, requiring further investigation. Iran is a major center for sage diversity in Asia, boasting 60
Salvia
species, 17 of which are unique to the area. This study aimed to comprehensively explore and compare the extracts of 102
Salvia
samples belonging to 20 distinct
Salvia
species from Iran, providing a deeper understanding of their specific polyphenol content and, consequently, their antioxidant capabilities and potential therapeutic uses. All samples were analyzed to determine the contents of total phenolics, total flavonoids, total tannin, photosynthetic pigments, and ascorbic acid, along with their antioxidant activity. These data were then combined with the forty distinct chemical fingerprints identified by ultrafast high-pressure liquid chromatography coupled with high-resolution mass spectrometry. Multivariate data analysis was employed to find correlations and differences among the huge number of data obtained and to identify
Salvia
species with similar phytochemical and/or antioxidant properties. The results show that each
Salvia
species is characterized by a distinct class of polyphenols recognized for their antidiabetic, anti-inflammatory, cardioprotective and neuroprotective properties. Overall, our findings reveal the potential of some
Salvia
species for targeted therapeutic applications and provide a rational basis for the development of
Salvia
-derived nutraceuticals, ultimately improving the prospects for the use of
Salvia
in medicine.