Choose one design question
Decide whether you are testing a costume, silhouette or visual style. Keeping the question focused makes it easier to assess why a variation works.
Video to Video AI to Test Your Image Concept in Motion
Find out how a character concept reads when it moves. Video to Video AI takes a motion-reference video and a separate image, then generates a new character performance. Keep the reference fixed while testing image directions, and review the full result before deciding which design to develop.
Test an image conceptTransform Videos with Character Animation
A portrait, illustrated mascot or concept character can work well as a still image and behave differently in motion. Use a simple reference to test shape, clothing and visual style. This is a separate motion-control workflow; the page does not turn every image model into a video model or guarantee unchanged design details.
Make the first comparison small: one motion reference and two clearly different character designs. Change image framing or complexity deliberately, and look at whether the result stays readable during the action rather than choosing only the prettiest opening frame.
Explore image directions before the motion test
Browse published images and videos from this site to develop a visual direction. The library can contain results from different creative workflows; it does not establish which image model produced a motion-control clip. Use the generator’s paired examples to study movement transfer.
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How to use the AI Video to Video Generator
Choose a motion video
Choose a short motion reference for the design test. To supply your own clip, sign in and upload a 3–30 second MP4 or MOV within the 32 MB limit. Pick one performer whose movement is visible rather than a montage.
Add your character image
Add the character image you want to assess and match its framing to the action. Select an enabled Motion Control model and the output-quality settings shown for it. A full-body reference benefits from a full-body character image.
Review the quote and generate
Describe the intended scene and visual treatment, review Required Credits, and generate. Inspect the completed clip in Your results, then change one input for the next comparison and check the revised quote.
Compare image concepts through the same action
For a mascot concept, compare how the silhouette and costume remain recognizable during a greeting or turn. Keep small lettering and precise brand artwork for your final editing process when exact detail matters.
For a portrait or character study, compare the face, proportions and styling over the whole clip. Motion generation can change image details, so an image result you like should still be reviewed independently after animation.
Build a comparison you can learn from
Hold the motion steady
Use the same reference for successive image designs. The outputs can still vary, but a shared action gives you a more useful basis for discussion than unrelated performances.
Match the visible body
Keep the image crop appropriate to the reference. Changing from a full-body image to a face crop also changes the information available for the movement.
Check whether the concept survives movement
Inspect the outline
Look at shoulders, arms and legs during turns. A design with unusual proportions can move differently from the reference performer.
Inspect the details
Check hair, accessories and costume markings throughout the result. Fine features and exact identity may drift even when the main gesture looks convincing.
Choose the next input
Simplify an image that is hard to read, or choose a clearer movement if the action is confusing. Avoid changing image, reference and prompt together unless you intend a completely new test.
Video to Video AI questions
Does the image generator itself provide motion control?
This page uses the enabled Motion Control video models. You can bring a character image into the workflow, but image creation and motion generation use their own model controls and quotes.
Can I animate a product-only image here?
The workflow is designed for character performance guided by a motion video. It does not promise a precise product rotation, rigid-object animation or preservation of packaging details.
Will the image stay identical in every frame?
Exact preservation is not guaranteed. Review face, body shape, clothing and background changes throughout the generated clip.
How do I compare variations without overspending?
Begin with a short reference and review the quote before each test. Keep settings fixed when comparing images; billable duration rounds up to whole seconds and model or quality changes can affect the estimate.
Can the result copy the reference soundtrack?
This motion-control workflow does not promise copied audio, music or matching speech. Assess the visual performance and prepare the soundtrack in your wider editing process.
What is a useful first comparison between image concepts?
Keep the reference, model and quality the same while changing one part of the character image, such as outfit or proportions. Review the appearance during movement and compare each result against the same design question.