Kling Motion Control: Keeping Characters Consistent Across Shots
When reference-driven motion beats pure text-to-video, and how to build a small "series bible" so every clip matches the last.
Text-to-video is unbeatable for one-off beauty shots. The moment you need a recurring outfit, silhouette, or gesture — ads episodic, mascots, serialized Shorts — motion-reference pipelines pull ahead because they give the model something to match instead of something to improvise.
Build a reference packet
Three stills: full body, waist-up, prop close-up. One 2-second motion clip: walk cycle or signature move. Reuse the same color grade keywords in every prompt so skin tone and wardrobe drift less between generations.
Where motion control fits in the campaign
Hero spot: hand-made or heavily directed. Programmatic retargeting: T2V or light motion transfer. The middle — character-led explainers, founder stories, product demos with hands — is where control frameworks save the most money.