Separate exploration from preservation
Text-to-image is useful when the composition is open. Image-to-image is better when an approved product, character or layout must guide the result. State the preservation requirement explicitly.
Prompt with visual hierarchy
Specify subject, composition, environment, lighting, palette and medium. Keep typography as a separate verification task because generated text can still fail even in strong image models.
Prepare images for motion
If the final goal is image to video, leave room in the frame for camera movement, avoid impossible overlaps and make the intended motion legible from the still.
Move from research to a real test
Use Polox AI for a direct image and video creation workflow, or compare Viddo's current product details on its official site.