A Few Gpt Image 2 Prompt Patterns That Worked Better Than I Expected

I’ve been testing GPT Image 2 prompts recently, and one thing I noticed is that the results get much more consistent when the prompt describes more than just the subject.

Instead of only writing what I want to generate, I’ve been trying to include things like style, composition, layout, lighting, materials, typography, and small constraints.

Here are a few examples that worked pretty well for me:

1. Editorial science poster

“Editorial-style infographic poster titled ‘SOLAR SYSTEM GUIDE’. Vertical magazine layout, retro science textbook aesthetic. Side-view illustration of the solar system showing all eight planets along an orbital arc. Each planet has a small ID card next to it showing name, diameter, distance from sun, rotation period, surface temperature, known moons count, and one short humanized caption. Dense but legible serif typography on a dark navy background with metallic gold and cream accents. Print-magazine quality.”

What helped here was not just asking for “a solar system poster,” but specifying the layout, information structure, color palette, and typography.

2. Brand identity mockup

“Coffee brand visual identity mockup for ‘GROUNDED’. Logo: minimal coffee-bean silhouette merged with the letter G in negative space. Brand palette: deep brown, cream, and gold accent. Scene: 45-degree overhead flat-lay photography of a dark walnut wood desk in soft morning light. Items arranged neatly: business cards, kraft paper takeaway coffee cup, retail coffee bag, menu card, linen apron, and brass branding stamp. Editorial advertising photography, high detail.”

For brand mockups, I found that listing the physical items in the scene makes a big difference. Otherwise the output can feel a bit generic.

3. UI / product design screenshot

“UI design screenshot showing a complete bank app transfer flow. Four phone screens arranged horizontally with arrows connecting each step. Design language: financial-grade trustworthy feel, deep navy primary color with white cards and gold accent. Screen 1: Account Home. Screen 2: Transfer Input. Screen 3: Confirm. Screen 4: Success. Realistic iOS-style status bar on each screen, clean typography, polished fintech UX case study style.”

For UI prompts, being specific about the number of screens, the flow, and what each screen contains seems to make the result much more usable.

4. Character design sheet

“Open-world RPG character design sheet for a 20-year-old female swordsman. Light gray grid paper background, formal character design document style. Center: standard three-view character turnaround — front, side, back. Outfit: light leather combat armor, silver shoulder guards, dark red cape, longsword and potion vials at the waist. Surrounding panels: weapon close-ups, facial expression sheet, height comparison chart, and color palette swatches. Anime concept-art quality, clean linework, soft cel-shading.”

This worked better than a normal “character illustration” prompt because it gives the image a clear purpose: a design sheet, not just a pretty portrait.

The rough structure I’ve been using is:

Subject → Style → Composition → Lighting / Materials / Color → Details / Constraints

When I only describe the subject, the output feels much more random. When I add structure and constraints, the result usually gets closer to what I had in mind.

I also came across this page with more GPT Image 2 prompt examples. I found it useful mainly as a reference for structure and wording, not necessarily something to copy 1:1:

https://gpt-image2.art/prompts