Abstract This study aims to explore the ceramic forms from the Dilmun era as a vital element for understanding the cultural heritage of the State of Kuwait and the region in general. The study analyses artefacts unearthed at archaeological sites throughout Kuwait, employing historical and anthropological methods to comprehend the contexts in which these items were created and their diverse purposes. The study used AI techniques to revive the heritage of ceramic works and empower students with cutting-edge strategies that redefine teaching and learning practices. This technique enhanced student inspiration from the Dilmun era of ceramic works for actionable solutions that transform education by leveraging technology, fostering creativity, and driving meaningful change. Keywords: Historical ceramic shapes, Dilmun era in Kuwait, AI techniques