HappyHorse-1.0 is usually evaluated through three questions: how quickly it turns an idea into motion, how well it follows a reference image, and whether the output is useful enough for real marketing work. This guide focuses on those practical decisions instead of abstract model comparisons.
When text-to-video is the better choice
Text-to-video is the right starting point when you are still exploring the concept. It works best for:
- concept trailers
- launch teasers
- mood studies
- rough ad directions
- early storyboard experiments
When image-to-video is the better choice
Image-to-video is stronger when composition matters. A reference image can keep the product silhouette, framing, and subject placement anchored while motion is introduced around it.
Prompt details that usually help
The best prompts are usually concrete rather than clever. Try to cover:
- subject
- setting
- camera movement
- lighting
- mood
- intended format such as 16:9 or 9:16
A simple generation loop
- Start with one short prompt.
- Generate a text-first version.
- If composition matters, test the same idea with a reference image.
- Compare motion quality, prompt alignment, and framing.
- Keep the strongest direction and refine only that branch.
Before publishing a clip
Before using the result commercially, confirm the plan terms, rights status of your inputs, and brand-safety requirements that apply to the campaign.