A protocol was selected and optimized using design of experiments to produce gold nanostar particles that meet all essential parameters. Six batches of nanostar particles were then manufactured at various scales from 500ml to 5l, and all batches were characterized. Analysis found that gold nanostars can be manufactured at different volumes and have potential applications as plasmonic sensors, theranostics, and providing a blue test line in lateral flow immunoassays. Nanostars were shown to have stronger Raman scattering than nanospheres using surface enhanced Raman spectroscopy.