Neuroendocrine prostate cancer (NEPCa) is the most aggressive type of prostate cancer. However, energy metabolism, one of the cancer hallmarks, in NEPC had not been well studied yet. Pyruvate kinase M (PKM), which catalyzes the final step of glycolysis, has two main splicing isoforms, PKM1 and PKM2. PKM2 is known to be upregulated in various cancers, including prostate adenocarcinoma (AdPCa). In this study, we used immunohistochemistry, immunofluorescence, and bioinformatic analysis to study the expression of PKM1 and PKM2 in mouse and human prostatic tissues, including developing, benign and cancerous prostate. We found that PKM2 was the predominant isoform expressed throughout the prostate development and PCa progression, with slightly reduced expression in some NEPCa cases. PKM1 was mostly expressed in stroma cells but low levels PKM1 was also detected in prostate basal epithelial cells. PKM1 was also expressed in a subset of NEPCa specimens. Additionally, we identified ten PKM isoforms that express exon 9 (PKM1-like) or exon 10 (PKM2-like). Some of these isoforms showed notable expression levels in PCa cell lines. These findings lay the groundwork for understanding PKMs’ role in PCa carcinogenesis and NEPCa progression. The distinct expression patterns of PKM isoforms in different prostate cancer subtypes may offer insights into potential therapeutic strategies and precision medicine.