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# Awesome GPT-Image-2

### Practical Prompt Guide for GPT-Image-2

A continuously updated English resource for prompt frameworks, real-world workflows, and reusable GPT-Image-2 examples.

Curated from hands-on testing and public case studies | 24 reusable prompts | 10 practical scenarios

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## Quick Links

- Live site: https://awesome.gptimage2.asia/en/
- Chinese site: https://awesome.gptimage2.asia/
- GitHub repo: https://github.com/xianyu110/awesome-gptimage2
- ChatGPT: https://chatgpt.com/
- Global access: https://gptimage2.asia/

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## What this site is

This project is not just a dump of prompts.

It is a continuously updated GPT-Image-2 reference site that organizes:

- prompt frameworks
- reusable templates
- scenario-based prompt ideas
- practical image workflows
- public case studies worth studying

The goal is simple: make GPT-Image-2 easier to use for real work, not just one-off experiments.

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## Why GPT-Image-2 matters

GPT-Image-2 stands out because it combines several abilities that are unusually useful together:

- strong text rendering, including Chinese-heavy layouts
- rich world knowledge for brands, interfaces, products, and social platforms
- precise image editing and reference-based generation
- stronger aesthetic control, especially for commercial visuals
- better multi-image consistency than older general image models

This makes it especially good for ecommerce visuals, brand kits, posters, UI mockups, educational graphics, and image editing.

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## Prompt Framework

A reliable structure for GPT-Image-2 prompts:

```text
[Task Type] + [Subject] + [Style] + [Technical Details] + [Output Specs]
```

### Key Principles

1. Be specific instead of vague.
2. Write the exact text you want rendered in the image.
3. Anchor the visual taste with a clear style reference.
4. Add aspect ratio and quality requirements when needed.
5. Use reference images when layout or consistency matters.

---

## Prompt Library

### Ecommerce & Product

#### AI Ecommerce Hero Banner Prompt for Skincare Serum

```text
Create a premium ecommerce hero banner for a skincare serum called "Radiance Barrier Serum". Clean luxury aesthetic, soft white-to-warm-gray gradient background, frosted glass bottle in the center, subtle liquid reflections, minimal but commercial layout, realistic product lighting, high-end beauty campaign style, 4:5.
```

A good base prompt for product ads, ecommerce covers, and landing-page hero visuals.

![Premium skincare hero banner](https://upload.maynor1024.live/file/1776480570690_img_048.png)

#### AI Product Retouch Prompt for White Background Ecommerce Images

```text
Retouch this product image for ecommerce. Keep the product shape accurate, improve lighting and reflections, place it on a pure white background, preserve realistic soft shadow, and make it look like a polished marketplace main image.
```

Useful for clean catalog assets and marketplace-ready product images.

![Product retouch on white background](https://upload.maynor1024.live/file/1776831501923_wx_058_991727c87e.png)

### Brand Poster Design

#### AI Brand Launch Poster Prompt for Coffee Campaigns

```text
Design a launch poster for a coffee brand called "Mountain & Sea Coffee". Premium but warm visual identity, editorial typography, coffee beans and packaging integrated into the composition, soft cinematic lighting, tasteful brand campaign look, clear English headline, 4:5.
```

Works well for brand campaigns, product launches, and premium poster design.

![Coffee brand launch poster](https://upload.maynor1024.live/file/1776936225028_23.jpg)

#### Multi-Platform AI Campaign Visual Prompt for Shampoo Brand Ads

```text
Create a visual campaign system for a shampoo brand across multiple platforms: main poster, social media promo card, mobile ad banner, and carousel cover. Keep brand colors, product shape, slogan hierarchy, and commercial polish consistent across outputs.
```

Good for testing brand consistency across formats.

![Multi-platform campaign visual](https://upload.maynor1024.live/file/1776936155777_07.jpg)

### Creative Typography

#### AI Typography Poster Prompt for City Branding and Tourism

```text
Create a typography poster around the word "HANGZHOU". Integrate iconic city elements into the letterforms, including West Lake, pagodas, trees, and skyline silhouettes. The composition should feel elegant, integrated, and editorial rather than collage-like.
```

Useful for tourism visuals, city branding, and type-driven campaigns.

![City letterform poster](https://upload.maynor1024.live/file/1776831289910_wx_006_765d19045a.jpg)

### Knowledge Graphics & Infographics

#### GPT-Image-2 Infographic Prompt for Visual Explainers

```text
Create a high-quality vertical infographic explaining GPT-Image-2. Make it feel like a hybrid of a modern encyclopedia page, a collectible visual guide, and a social-media-friendly knowledge card. Use clean modular sections, icons, clear headings, and an elegant editorial layout.
```

A strong pattern for educational graphics and knowledge cards.

![Modular infographic](https://upload.maynor1024.live/file/1776925334708_15.png)

#### AI Educational Infographic Prompt for Textbook-Style Diagrams

```text
Create a clean educational infographic explaining a scientific topic with modular sections, rounded information boxes, clear labels, simple diagrams, and a light background. The hierarchy must be readable at a glance.
```

Useful for explainers, classroom visuals, and professional diagrams.

![Textbook-style diagram](https://upload.maynor1024.live/file/1776831293062_wx_008_64263de1fa.png)

### UI Recreation

#### AI Ecommerce App UI Screenshot Prompt

```text
Generate a highly realistic mobile ecommerce app homepage screenshot. Include the status bar, search box, category tabs, promo banner, icon grid, flash sale module, and a recommendation feed. The UI should feel like a believable production app rather than a concept mockup.
```

Best for UI realism, layout testing, and product storytelling.

![Ecommerce app home screen](https://upload.maynor1024.live/file/1776480347969_img_025.png)

#### AI Social Media Screenshot Prompt

```text
Generate a realistic social media screenshot with believable profile details, timestamps, comments, and engagement UI. Make the interface look native to a mainstream app and keep the typography legible.
```

Great for social UI recreation and fake interface testing.

![Social post screenshot](https://upload.maynor1024.live/file/1776831565116_wx_073_1bf5c77bf8.jpg)

### Realistic Photography

#### Photorealistic Shopping Mall Documentary Photo Prompt

```text
Create an extremely realistic documentary-style photo inside a shopping mall at dusk. A casually dressed man has just stepped off the escalator while checking his phone. Mixed lighting from ceiling lamps, storefronts, and LED screens, glossy tile reflections, natural skin texture, slightly imperfect composition, photorealistic.
```

A solid realism test for mixed light and candid human behavior.

![Mall documentary photo](https://upload.maynor1024.live/file/1776480142529_img_008.jpg)

#### Photorealistic Convenience Store Street Scene Prompt

```text
Create a hyper-realistic street photo outside a convenience store at night. Several young people are casually talking, checking phones, and holding drinks. Bright store light spills onto the street, with bicycles, signage, reflections, and ordinary clothing details. photorealistic.
```

Good for testing group realism and everyday urban scenes.

![Convenience store street scene](https://upload.maynor1024.live/file/1776480162164_img_010.jpg)

### Character Consistency

#### Character Consistency Outfit Variation Prompt

```text
Use one character reference image and generate multiple outfit variations while keeping the same face, proportions, and identity. Show front-facing, side-angle, and half-body compositions with consistent character design.
```

Useful for lookbooks, avatar systems, and character iteration.

![Fashion variation from one character](https://upload.maynor1024.live/file/1776927598909_12.png)

### Image Editing & Reference

#### Pet Brand Collaboration Poster Prompt from Reference Image

```text
Using the uploaded cat as the exact visual reference, create a playful commercial collaboration poster between the cat and a fast-food brand. Keep the cat's markings and identity consistent, add branded colors, food props, staff uniform details, and a polished campaign layout with readable text.
```

Good for reference-based editing, brand mashups, and poster generation.

![Brand collaboration with pet reference](https://upload.maynor1024.live/file/1776480357820_img_026.png)

#### Layout-Preserving Style Transfer Poster Edit Prompt

```text
Use the uploaded poster as a layout and style reference. Keep the composition, typography rhythm, and overall design language, but transform the original spring scene into a winter scene with matching visual quality.
```

Useful when you need editing with structure preservation.

![Style transfer with layout preservation](https://upload.maynor1024.live/file/1776480461550_img_036.jpg)

### Art & Illustration

#### 3D Layered Papercraft Illustration Prompt

```text
Create a high-saturation 3D layered papercraft scene with rich depth, clean edge separation, and a playful but premium editorial look. Use strong color contrast and a carefully staged front-facing composition.
```

Great for stylized illustration and visual experimentation.

![Multi-layer paper art scene](https://upload.maynor1024.live/file/1776831295947_wx_009_83a98eb04d.jpg)

### Fun Experiments

#### Cinematic Parody Movie Poster Prompt

```text
Create a cinematic parody movie poster with bold title typography, dramatic character arrangement, and a polished theatrical composition. Make it feel like a real release poster rather than a meme.
```

Useful for viral visual experiments and entertainment graphics.

![Cinematic parody poster](https://upload.maynor1024.live/file/1776936250593_30.jpg)

---

## Advanced Tips

### 1. `photorealistic` is a strong realism anchor

When you want the image to feel less plastic and more camera-like, `photorealistic` is often the highest-leverage keyword.

![Photorealistic 35mm-style travel shot](https://upload.maynor1024.live/file/1776831365224_wx_026_b585044656.jpg)
![Photorealistic shopping mall documentary scene](https://upload.maynor1024.live/file/1776480142529_img_008.jpg)

### 2. Use Thinking mode for harder tasks

Thinking mode is more useful when you need:

- knowledge-heavy graphics
- multi-step layouts
- multi-image consistency
- reference-heavy editing

![Structured infographic with richer planning](https://upload.maynor1024.live/file/1776925334708_15.png)

### 3. Give the exact text

Instead of saying “add some promotional text,” write the actual headline, subheadline, price, and CTA.

![Rendered text and layout example](https://upload.maynor1024.live/file/1776831460254_wx_048_05ab5cbe8c.jpg)

### 4. Reference image + edit is often stronger than pure text

For product, UI, and brand work, starting from an image and editing it usually produces more stable commercial results.

![Reference-based poster edit](https://upload.maynor1024.live/file/1776480461550_img_036.jpg)
![Reference-based pet collaboration edit](https://upload.maynor1024.live/file/1776480099150_img_004.jpg)

### 5. GPT-Image-2 already knows many visual systems

You often do not need to over-explain common interfaces, brand aesthetics, or platform patterns. Describe the task clearly and let the model use its world knowledge.

![YouTube homepage recreation](https://upload.maynor1024.live/file/1776831488303_wx_053_2bafb78225.png)
![Automotive website visual system example](https://upload.maynor1024.live/file/1776831493207_wx_056_18cd9b1683.png)

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## Case Study Notes

The Chinese version of this project also tracks public article case studies from sources like AI NewRank, APPSO, and JiaMu. Those sections include:

- extracted image walls
- grouped visual workflows
- inferred prompts based on image outputs
- source links for deeper study

If you want the full image-heavy case study archive, the Chinese site currently has the most complete coverage:

- https://awesome.gptimage2.asia/

Representative examples from the Chinese archive:

![AI NewRank case study example](https://upload.maynor1024.live/file/1776925334708_15.png)
![APPSO case study example](https://upload.maynor1024.live/file/1776927598909_12.png)
![JiaMu case study example](https://upload.maynor1024.live/file/1776936155777_07.jpg)

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## Who this is for

This site is especially useful if you use GPT-Image-2 for:

- ecommerce product visuals
- brand systems and campaign graphics
- social media creatives
- educational infographics
- UI recreation
- photorealistic image generation
- reference-based editing workflows

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## Ongoing updates

This project will continue to expand with:

- more English prompt pages
- more commercial visual frameworks
- more case-study breakdowns
- more public prompt collections from social platforms
- better search and navigation across scenarios

---

## Links

- English site: https://awesome.gptimage2.asia/en/
- Chinese site: https://awesome.gptimage2.asia/
- Global access: https://gptimage2.asia/
- GitHub repo: https://github.com/xianyu110/awesome-gptimage2