Answer

怎么提升 AI 商品视频的一致性

一致性通常来自减少变量：一个主产品、一个表面、一个运动方向、一个统一氛围。

一致性为什么会崩

风格指令太多、镜头野心太大，往往会让每次都像不同片子，而不是可复用的产品系统。

The strongest answer is the one you can immediately test. Start from a working prompt library page, then generate your own version in the browser.

Use a stronger prompt structure when you want atmosphere instead of flat filler shots.

Translate abstract prompt advice into a concrete product ad prompt immediately.

Compare how different models handle polish, pacing, and visual finish.