He was born in Schwanenstadt, Upper Austria, the son of a sacristan and teacher (who spelled the name Seissmayr, reflecting the Austrian pronunciation).
The abbey performed operas and Singspiele, so he had the opportunity to study the operas of Christoph Willibald Gluck and Antonio Salieri.