Generative video · Practical workflow
How to create AI video and choose the right model
The model name is only one part of the result. Source frames, motion direction, shot length, editing and selection criteria matter just as much.
Plan shots before generating
Break the idea into short shots with a clear subject, action, camera movement and end state. Use reference images when consistency matters. A simple storyboard prevents expensive random generations.
Describe motion, not only appearance
Separate the subject, environment, action and camera. Avoid stacking contradictory movements. Generate short clips, compare several candidates and edit the final sequence rather than expecting one prompt to produce a complete film.
Compare models on the same scene
Test tools such as Kling, Runway, Veo, Sora or Higgsfield only where they are currently available and permitted. Compare adherence, motion quality, controls, price and export terms. Share non-sensitive tests in AI Bandits for practical feedback.