Reviewed production route
Choose an AI Video Generator by Motion Goal
Video selection starts with motion: camera movement, subject action, or environmental change. Decide whether text or a source image should carry the visual constraints before comparing models.
Reviewed contact sheet
6 public SFW records matched to this production route.
LTX API Motion
Animates a supplied portrait into a short vertical video composition.
- Input
- image
- Output
- video
Requires one clear source image and is framed for a vertical result.
Baker Cats
Animates a supplied image within a vertical bakery concept.
- Input
- image
- Output
- video
Requires one clear source image and retains the fixed bakery direction.
Pizza Cats
Animates a supplied image within a vertical restaurant concept.
- Input
- image
- Output
- video
Requires one clear source image and retains the fixed restaurant direction.
Seedance 2.5
Generates video output from a text description.
- Input
- text
- Output
- video
The reviewed catalogue entry lists text input rather than image input.
Kling V3.0 Pro
Generates video output from an image input.
- Input
- image
- Output
- video
The reviewed catalogue entry requires an image rather than text-only input.
Wan 2.7
Generates video output from a text description.
- Input
- text
- Output
- video
The reviewed catalogue entry lists text input rather than image input.
Selection criteria
Score the complete production loop, not a single showcase result.
Quality
Judge an AI video generator against the visual brief, not a polished sample made for another purpose.
Speed
Measure the full iteration loop for an AI video generator, including review and correction rather than generation alone.
Cost
Compare the cost of usable outcomes for an AI video generator; failed and discarded attempts belong in the calculation.
Consistency
Repeat a controlled brief to see whether an AI video generator preserves the details that matter across attempts.
Access
Confirm that the required input mode and destination for an AI video generator are available in the workflow you intend to use.
Workflow decisions
Use a sequence that leaves an auditable reason for every change.
Text-led motion study
Describe a single shot with one camera move and one primary action. Review temporal continuity before adding secondary motion.
Source-frame animation
Approve a clean still, identify the elements that must remain fixed, and animate only the motion needed for the shot.
Frequently asked questions
Short answers for the decisions that commonly block a first controlled test.
Should I begin with text-to-video?
Use text-to-video for exploratory shots. Begin from an image when composition or identity must remain anchored.
Why does a video prompt fail after adding detail?
Competing movements can make the shot ambiguous. Reduce the prompt to one camera action, one subject action, and explicit fixed elements.