The fastest way to improve GPT Image 2 output is to stop writing prompts as vibes and start writing them as visual briefs. A useful prompt explains what should be visible, how it should be framed, and which details should stay controlled.
The Structure
Use:
subject + setting + composition + lighting + camera feel + material details + style + constraints
For example:
Create a premium product image of a matte ceramic speaker on a graphite table, close-up three-quarter angle, softbox reflection, crisp edge detail, subtle shadow, minimalist tech brand styling, no text, no extra objects.
Why It Works
The prompt gives the model visible signals: material, camera angle, surface, lighting, shadow, and layout. That is much stronger than asking for a "beautiful product image".
Test your own version in the GPT Image 2 prompt workspace.