Guides

Motion control hands the model a video that already moves right instead of a paragraph describing it. What it does well, the three constraints that fail silently, and what a finished clip really costs.

TopView turns a product URL into a finished UGC ad in one step. I ran that promise against a real clothing catalogue for a month. What it got right, what it got wrong, and what the output still needs before it can be published.

I run AI product video on a real clothing store. Over the last seven days it did 28 purchases on 833 EUR of spend. Here is which parts of the workflow moved that number and which parts did nothing.