Prepare the source image
Use a sharp, rights-cleared image with visible limbs, stable proportions, uncluttered edges, and enough space for the intended action. Correct faces, hands, logos, and product geometry before animation.
Choose a motion reference
Select a reference clip whose framing, body orientation, tempo, and camera behavior are compatible with the source. Confirm consent and usage rights for every identifiable performer.
Generate a controlled test
Begin with a short draft. Evaluate pose transfer, identity, clothing, occlusion, background stability, camera drift, and the first and last frames before spending credits on a longer or higher-resolution render.
Finish and disclose responsibly
Repair only the failed stage, add audio after motion is approved, and document the source, reference, model, settings, edits, and permissions. Compare with Polox AI, Kling, or Higgsfield using the same assets.