Best GPT Image 2 Prompts — Top 10 Examples & Tips

A great GPT Image 2 prompt is specific enough to steer the model, but flexible enough to adapt. After testing dozens of prompts across gaming, commercial, and design workflows on ImageGen 2, these ten consistently produce the strongest results — covering the categories where GPT Image 2 shines most: complex layouts, embedded text, and photorealistic commercial art.

Each pick below includes the full prompt text, a generated example image, and pro tips explaining why it works. Copy any prompt as-is or swap in your own subject details.

Output quality: each prompt produces professional-grade results without heavy post-editing.

Instruction following: GPT Image 2 handles the long, structured prompts in this list — multi-panel layouts, UI mockups, and orthographic character sheets.

Versatility: you can change subject names, colors, and products while keeping the structural keywords that define the visual style.

Category coverage: character art, gaming, commercial advertising, and design/storyboard — the four areas where GPT Image 2 delivers the most value.

GPT Image 2 excels at character concept art when you specify orthographic views, white diagram backgrounds, and outfit breakdowns. The character concept art sheet prompt is the best starting point for game and animation pipelines.

For marketing key art, the GTA 6-style poster prompt combines neon palettes, double-exposure composition, and gritty cinematic texture — a proven structure for open-world and action game campaigns.

Beyond character sheets and posters, GPT Image 2 handles dense game interface mockups, ensemble character maps, sports splash screens, and editorial fashion layouts — as long as you spell out panel structure and visual style in the prompt.

Commercial prompts work best when they define layout and typography upfront. The K-Beauty promo flyer uses Korean copy for accurate CJK text rendering; the minimalist juice ad uses a split-layout product hero with giant fruit slice and studio lighting.

For video pre-production, the coffee ad storyboard prompt generates multi-panel sequential layouts in a single generation — useful for TVC pitches and YouTube ad concepts before moving to a dedicated storyboard tool.

Open any linked prompt page, read the full text and pro tips, then click Try this prompt to load it into the ImageGen 2 generator. Keep structural keywords (storyboard, diagram style, split-layout) while swapping subject details for your project.

For client and commercial work, GPT Image 2 images generated on ImageGen 2 include full usage rights under OpenAI's terms — see our commercial use guide for details.