Inflammasomes serve a crucial role in safeguarding humans against pathogenic microorganisms, harmful substances, and cellular changes that may lead to illness. Among these, the NLRP3 inflammasome garners significant attention due to its pivotal role in various chronic inflammatory diseases stemming from abnormal NLRP3 activation. Additionally, mutations resulting in NLRP3 gain-of-function give rise to cryopyrin-associated periodic syndrome (CAPS), a periodic fever syndrome. Despite considerable interest, most clinical-grade NLRP3 inhibitors are derived from the sulfonylurea inhibitor CRID3, also known as MCC950. Recently, several companies have advanced CRID3-derived NLRP3 inhibitors into human studies. However, a notable concern with CRID3 is the potential for drug-induced liver injury with chronic exposure. Moreover, the inhibitory efficacy of CRID3 is reduced by disease-associated mutations within and surrounding the NLRP3 NACHT domain in preclinical mouse models of CAPS and in LPS-stimulated PBMCs of CAPS patients. Additionally, carbonic anhydrase II (CA II) has been identified as an off-target for this compound class. Hence, there is an urgent need to discover novel, potent, and selective NLRP3-targeted inhibitors with distinct chemical scaffolds to open up novel avenues for further clinical development of NLRP3-targeted therapeutics.