Best GPT Image 2 Prompts

GPT Image 2 prompts work best when they clearly describe the subject, scene, style, lighting, and output goal for the image.

Prompt examples

Realistic portrait prompt

Create a realistic portrait with soft natural light, clear skin detail, shallow depth of field, and an editorial magazine photography style.

Best for profile photos, personal branding, and editorial portraits.

Product photo prompt

Create a premium studio product shot of a matte black skincare bottle on a soft beige background with natural shadows and clean editorial lighting.

Best for ecommerce visuals, landing pages, and paid ads.

Poster or ad creative prompt

Design a bold advertising poster with a clear focal subject, dramatic contrast, clean layout spacing, and campaign-ready visual hierarchy.

Best for posters, launch graphics, and social campaigns.

Background replacement prompt

Keep the subject unchanged, replace the background with a clean white studio scene, and preserve natural product shadows.

Best for product edits, ecommerce cleanup, and studio-style outputs.

Stylized or anime prompt

Turn this portrait into a polished anime-inspired illustration while preserving the expression, pose, and original composition.

Best for character art, stylized portraits, and creative variations.

Image editing prompt

Improve product edge detail, make the lighting more natural, and remove distracting small objects from the frame.

Best for retouching, cleanup, and commercial-ready refinements.

Five prompt-writing rules

  • Say what subject you want first
  • Then describe the scene or background
  • Add style and lighting direction
  • Explain framing or the intended use of the image
  • Use reference images when consistency matters

Related pages

FAQ

What makes a good GPT Image 2 prompt?

A strong prompt clearly describes the subject, scene, style, lighting, and output goal.

Are longer prompts always better?

No. Clear and specific prompts usually perform better than bloated prompts with too many loose ideas.

When should I use a reference image?

Use a reference image when you need stronger consistency for people, products, composition, or art direction.