Text-to-image generative models have demonstrated remarkable capabilities in generating high-quality images based on textual prompts. However, crafting prompts that accurately capture the user's creative intent remains challenging. It often involves laborious trial-and-error procedures to ensure that the model interprets the prompts in alignment with the user's intention. To address the challenges, we present Promptify, an interactive system that supports prompt exploration and refinement for text-to-image generative models. Promptify utilizes a suggestion engine powered by large language models to help users quickly explore and craft diverse prompts. Our interface allows users to organize the generated images flexibly, and based on their preferences, Promptify suggests potential changes to the original prompt. This feedback loop enables users to iteratively refine their prompts and enhance desired features while avoiding unwanted ones. Our user study shows that Promptify effectively facilitates the text-to-image workflow and outperforms an existing baseline tool widely used for text-to-image generation.

Imagine a future where AI can handle every task for you - from accounting to website building, content creation to business communications. With the rise of GPT-3, this future is already here. In order to truly unlock the potential of this technology however, we must know what questions need to be asked. Probing and extracting information from GPT-3 is fast becoming an area of specialisation, and it will only become more prevalent with time. Prompting is the new programming Our mission is to create viable income streams for prompt engineers and encourage more people to tap into this amazing new opportunity that stands ahead of us.