Designing a Testable Image-to-Video Prompt Workflow
For a browser-based starting point, Photogenerator.ai brings image and video creation into one workspace.
AI video interfaces often look simple: upload an asset, enter a prompt, click generate. The hard part is not the button. It is defining a contract for what the input controls, what the prompt controls, and what the reviewer is expected to accept.
This post is an interface-level design memo. It does not infer a vendor's source code, backend, model routing, or production guarantees.
Model the user intent before the UI state
