The prompt starters for 'Image to Text to Image' GPT include phrases like 'Upload a photo for a new interpretation', 'Describe this photo in a new image', 'Turn this photo into a unique artwork', and 'Create a new image from this photo'. These prompts give a clear idea of its functionalities.