Advances in machine learning have recently enabled the synthesis of text, images, audio and video data, in what is referred to as Generative Artificial Intelligence (AI). These systems offer new opportunities for assisting people with information processing, reasoning, decision making and creativity with AI. In this research, we develop novel prototypes as well as running human experiment studies to investigate how the design and usage of AI systems impacts outcomes of the resulting human-AI collaboration.