No. ShopOS is designed to work with simple instructions. Clear prompts just help you reach better results faster.

The system weighs references based on how strongly they influence the prompt and layout.

Not usually. References guide direction, not exact replication.

Try: - simplifying your instructions - regenerating - refining a direction you like

Each variation explores a different creative direction so you can compare and pick the strongest one.

Describe what you want in plain english. Include context like your product photos, mood, or goal, then refine step by step.

Most generations complete in a few seconds to under a minute. More complex image or video tasks may take longer.

No. Short, clear entries usually work best.

You can leave everything optional empty and ShopOS will still generate results, but filling key fields usually improves output quality.

Templates define structure ahead of time, so the system spends less effort guessing composition.

Yes. You can adjust inputs, layout controls, and references before generating.

No. Templates provide structure, but ShopOS still generates multiple creative directions within that structure.

Use templates when you already know the type of output you want and want faster, more structured results.

Yes. All generations and refinements are saved in your Library and can be accessed later.

ShopOS generates multiple variations so you can compare directions and choose the strongest result before refining.