› Image to video AI turns a still picture into a moving shot, but finding the right model for a specific face or product requires testing against that exact reference.
› My recorded benchmark tests provide reliable clues for character continuity and commercial-style shots, though they do not form a dedicated photo-preservation ranking.
› Here is a practical workflow to evaluate your options, based on documentation and pricing verified on October 18, 2026.
› In short Choose the source picture before writing the motion prompt.