The OpenAI announcement mentions being able to provide an image to start the video generation process from. That sounds to me like it will actually be incredibly easy to anchor the video generation to some consistent visual - unlike all the text-based stable diffusion so far. (Yes, there is img2img, but that is not crossing the boundary into a different medium like Sora).