Prompt structure for consistent characters and products across an image series

For an image series, separate stable identity from scene-specific details instead of rewriting everything for each frame.

Stable block: character or product identity, distinguishing features, palette, lens approach, art direction, and details that must never change.
Scene block: action, location, framing, lighting, mood, and aspect ratio.
Negative block: broken anatomy, altered logo, unreadable text, extra objects, and unwanted style.

Save the seed or reference settings when the tool supports them. Reusing the first successful frame as an image reference can be more reliable than describing it again with text alone.