The calculated distance (air line) between Geisenheim and Stuttgart is approximately 99 miles respectively 160 kilometers.
By car or train, the actual journey to Stuttgart is certainly longer, as only the direct route (as the crow flies) between Geisenheim and Stuttgart has been calculated here.
Air line (approximately)
160 kilometers
86 nautical miles