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GPT Image 2 prompts, ChatGPT Images 2.0 workflows, AI image generation examples, editing prompts, product visuals and Cliprise resources.

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# Awesome GPT Image 2 Prompts, ChatGPT Images 2.0 Workflows and AI Image Generation Templates

A practical, research-informed and SEO-friendly GitHub resource for **GPT Image 2 prompts**, **gpt-image-2 prompts**, **ChatGPT Images 2.0 prompts**, **OpenAI image generation prompts**, **AI image generator prompts**, **AI image editing prompts**, **product image prompts**, **poster design prompts**, **ad creative prompts**, **image-to-image workflows**, **high-fidelity image input workflows**, **AI text rendering prompts**, and production-ready visual prompt systems.

This repository is built for creators, designers, marketers, e-commerce teams, agencies, product teams, app founders, social media managers, content creators and technical builders who want better GPT Image 2 results from structured visual briefs instead of vague prompt dumps.

> This is not an official OpenAI, ChatGPT, GPT Image, or model provider repository. It is an independent educational prompt and workflow resource connected to the Cliprise creative workflow ecosystem. For actual multi-model AI image generation, editing, upscaling and creative production tools, visit [Cliprise](https://www.cliprise.app/).

---

## Quick links

| Goal | Cliprise resource |
|---|---|
| Generate AI images | [AI Image Generator](https://www.cliprise.app/features/ai-image-generator) |
| Generate AI art | [AI Art Generator](https://www.cliprise.app/features/ai-art-generator) |
| Edit images | [Pro Image Editor](https://www.cliprise.app/features/pro-image-editor) |
| Remove backgrounds | [AI Background Remover](https://www.cliprise.app/features/ai-background-remover) |
| Upscale images | [Universal Upscaler](https://www.cliprise.app/features/universal-upscaler) |
| Create logo concepts | [AI Logo Generator](https://www.cliprise.app/features/ai-logo-generator) |
| Turn stills into video | [AI Video Generator](https://www.cliprise.app/features/ai-video-generator) |
| Compare image models | [Cliprise Models](https://www.cliprise.app/models) |
| Learn image workflows | [Cliprise Learn](https://www.cliprise.app/learn) |
| Check plans and credits | [Cliprise Pricing](https://www.cliprise.app/pricing) |
| Use free creative utilities | [Cliprise Free Tools](https://www.cliprise.app/free-tools) |

---

## Related Cliprise GitHub resources

- [Best AI image generator resources](https://github.com/cliprise/best-ai-image-generator-resources) - tested rankings, use-case fit, and editing paths for AI image generation.
- [Awesome AI image generator prompts](https://github.com/cliprise/awesome-ai-image-generator-prompts) - image generation prompts across marketing, product, and social use cases.
- [Awesome Nano Banana Pro prompts](https://github.com/cliprise/awesome-nano-banana-pro-prompts) - Gemini 3 Pro Image class prompts, text, and layout-heavy use cases.
- [Awesome AI product photography prompts](https://github.com/cliprise/awesome-ai-product-photography-prompts) - catalog, PDP, and marketplace still image prompt paths.
- [Awesome AI thumbnail prompts](https://github.com/cliprise/awesome-ai-thumbnail-prompts) - YouTube and social cover prompts with readable negative space.

## What this repository is

This repository is a practical prompt and workflow hub for users searching for:

- GPT Image 2 prompts
- gpt-image-2 prompts
- ChatGPT Images 2.0 prompts
- OpenAI image generation prompts
- GPT Image 2 image editing prompts
- GPT Image 2 product image prompts
- GPT Image 2 poster prompts
- GPT Image 2 ad creative prompts
- GPT Image 2 logo prompts
- GPT Image 2 text rendering prompts
- GPT Image 2 UI mockup prompts
- GPT Image 2 infographic prompts
- GPT Image 2 social media prompts
- GPT Image 2 image-to-image prompts
- GPT Image 2 high fidelity input prompts
- GPT Image 2 prompt examples
- AI image generator prompt templates
- AI image editing workflow examples
- ChatGPT image prompt guide
- best AI image prompt structure

The goal is not to create another shallow prompt list. The goal is to teach a repeatable production workflow:

```text
Brief -> source assets -> visual structure -> prompt -> variation set -> edit -> QA -> export
```

---

## Research notes behind this repository

This README is based on public OpenAI documentation, OpenAI release material, safety documentation, third-party reporting and practical image generation workflow patterns.

### Official OpenAI model documentation

OpenAI’s API model page documents `gpt-image-2` as a state-of-the-art image generation model for fast, high-quality image generation and editing. It supports flexible image sizes and high-fidelity image inputs. The model accepts text as input and image as input/output. Audio and video are not supported for this model.

Reference:

- https://developers.openai.com/api/docs/models/gpt-image-2

### ChatGPT Images 2.0 product layer

OpenAI introduced ChatGPT Images 2.0 on April 21, 2026 as a major update to image generation. OpenAI’s release notes and system card describe stronger world knowledge, improved instruction following, dense text/detail generation, image “thinking” mode, live web search integration in the ChatGPT experience, multiple image generation from a single prompt and improved safety/provenance handling.

References:

- https://openai.com/index/introducing-chatgpt-images-2-0/
- https://help.openai.com/en/articles/6825453-chatgpt-release-notes
- https://deploymentsafety.openai.com/chatgpt-images-2-0/

### Important distinction

Do not confuse these layers:

| Layer | What it means |
|---|---|
| ChatGPT Images 2.0 | Product experience inside ChatGPT |
| GPT Image 2 / `gpt-image-2` | API model name |
| Images with thinking | ChatGPT experience feature that can plan/refine before generating |
| Image API / Responses API | Developer interfaces for image generation/editing |
| Cliprise workflow | Multi-model creative workflow that may combine image generation, editing, upscaling and video |

A good resource should not mix these into one vague claim.

### What this repo does differently

Many prompt pages are built like this:

```text
50 prompts -> copy button -> generic image tool CTA
```

This repository is built like this:

```text
Use case -> visual brief -> reference preservation -> prompt structure -> edit strategy -> QA checklist -> Cliprise workflow
```

That is more useful for real production work.

---

## GPT Image 2 in one sentence

GPT Image 2 is best treated as a **structured visual reasoning and editing model** for turning specific creative briefs and image references into more accurate, production-ready visual outputs.

That means prompts should read less like random wishes and more like creative briefs.

---

## The GPT Image 2 prompt formula

Use this structure for image generation:

```text
Create a [format] image for [purpose/audience].
Subject: [main subject with specific details].
Scene: [environment and visual context].
Composition: [framing, layout, aspect ratio, negative space].
Style: [photographic, editorial, product, poster, UI, illustration, etc.].
Lighting and color: [light direction, palette, mood].
Details to include: [important details].
Details to avoid: [artifacts, wrong text, extra objects, unsafe claims].
Output intent: [ad, thumbnail, product image, poster, social post, source frame].
```

Example:

```text
Create a vertical 9:16 product ad image for a premium AI productivity app.
Subject: a modern smartphone showing abstract creative dashboard cards without readable text.
Scene: clean dark desk with soft neon reflections.
Composition: phone centered, strong negative space at the top for later headline copy, crisp product focus.
Style: premium SaaS launch visual, realistic studio photography, futuristic but minimal.
Lighting and color: deep navy background, soft cyan rim light, subtle violet highlights.
Details to include: clean reflections, sharp phone edges, professional campaign look.
Details to avoid: readable fake text, real brand logos, distorted UI, extra phones, clutter.
Output intent: social ad image that can later become an image-to-video source frame.
```

---

## Image editing prompt formula

Use this structure when editing an existing image:

```text
Edit the image to [specific change].
Preserve [identity, subject, product shape, label, composition, colors, lighting].
Change only [specific element].
Improve [quality, clarity, lighting, background, layout].
Avoid [distortion, fake text, extra objects, wrong identity, logo changes].
Output should be suitable for [use case].
```

Example:

```text
Edit this product photo for a premium e-commerce product page. Preserve the exact product shape, label placement, color, proportions and camera angle. Replace the background with a clean warm beige studio surface. Add realistic soft shadow under the product, improve clarity and remove small distractions. Do not change packaging details, do not invent text, do not distort the logo, do not add extra objects.
```

---

## High-fidelity input prompt formula

Use this when source image preservation matters:

```text
Use the uploaded image as the primary visual reference.
Preserve [specific details that must remain accurate].
Change [specific element only].
Keep [composition/style/lighting/identity] consistent.
Generate [number/type of variations] for [use case].
Avoid [common failure modes].
```

Example:

```text
Use the uploaded image as the primary product reference. Preserve the product shape, label placement, color, material texture and camera angle. Create three premium background variations for a social media ad campaign: dark studio, warm lifestyle desk, and clean white e-commerce background. Keep the product accurate in every version. Do not invent new label text, do not distort the logo, do not change the packaging, do not add extra products.
```

---

## Why structured visual briefs matter

GPT Image 2-style workflows can handle more detailed instructions, but detail only helps if it is organized.

Bad prompt:

```text
Make a great ad image.
```

Better prompt:

```text
Create a square social media ad image for a premium water bottle brand. Show a matte stainless steel bottle standing on a wet stone surface with soft morning light, clean mountain background, subtle condensation, centered product composition, natural green and silver palette, realistic commercial photography style, no text, no logo distortion, no extra bottles, no unrealistic water drops.
```

The better prompt defines:

- format
- purpose
- subject
- setting
- lighting
- composition
- palette
- realism level
- restrictions

---

## GPT Image 2 is useful for

### Strong use cases

- product images
- e-commerce hero images
- product background variations
- ad creative concepts
- social media graphics
- thumbnail backgrounds
- editorial illustrations
- app promo visuals
- UI-style mockups
- poster concepts
- brand moodboards
- AI art concepts
- high-fidelity image editing
- image-to-image transformations
- text-heavy visual drafts
- infographics and layout drafts
- source frames for AI video
- campaign image sets

### Use with caution

- final legal brand identities
- exact product labels without review
- medical, legal or financial claims
- official-looking documents
- political content
- realistic images that may mislead
- copyrighted character imitation
- famous brand imitation
- exact text-heavy layouts without QA
- final typography for commercial print
- anything requiring guaranteed factual accuracy

---

## Recommended Cliprise learning path

### 1. Learn image generation basics

- [AI Image Generator](https://www.cliprise.app/features/ai-image-generator)
- [AI Image Generation 2026](https://www.cliprise.app/learn/guides/getting-started/ai-image-generation-complete-guide-2026)
- [How to Create AI Images](https://www.cliprise.app/learn/guides/getting-started/how-to-create-ai-images-complete-guide)
- [Best AI Image Generator 2026](https://www.cliprise.app/learn/comparisons/features/best-ai-image-generator-2026-tested-ranked)

### 2. Learn prompting

- [AI Prompt Engineering 2026](https://www.cliprise.app/learn/guides/best-practices/ai-prompt-engineering-complete-guide-2026)
- [Prompt Engineering Masterclass](https://www.cliprise.app/learn/guides/best-practices/prompt-engineering-masterclass-write-prompts-that-actually-work)
- [Advanced Prompt Engineering for Multi-Model Workflows](https://www.cliprise.app/learn/guides/best-practices/advanced-prompt-engineering-for-multi-model-workflows)
- [Prompt Length Optimization](https://www.cliprise.app/learn/guides/best-practices/prompt-length-optimization-short-vs-long-prompts)
- [Negative Prompts Guide](https://www.cliprise.app/learn/guides/best-practices/negative-prompts-guide-fixing-common-ai-generation-mistakes)

### 3. Learn editing and finishing

- [Pro Image Editor](https://www.cliprise.app/features/pro-image-editor)
- [AI Background Remover](https://www.cliprise.app/features/ai-background-remover)
- [Universal Upscaler](https://www.cliprise.app/features/universal-upscaler)
- [How to Remove Background from AI Images](https://www.cliprise.app/learn/guides/getting-started/how-to-remove-background-ai-guide)
- [How to Upscale AI Images](https://www.cliprise.app/learn/guides/getting-started/how-to-upscale-image-ai-guide)

### 4. Compare image models

- [Cliprise Models](https://www.cliprise.app/models)
- [GPT Image 1.5](https://www.cliprise.app/models/gpt-image-1-5)
- [Google Imagen 4](https://www.cliprise.app/models/google-imagen-4)
- [Nano Banana Pro](https://www.cliprise.app/models/nano-banana-pro)
- [Seedream 5.0 Lite](https://www.cliprise.app/models/seedream-5-0-lite)
- [Flux 2](https://www.cliprise.app/models/flux-2)
- [Qwen Image](https://www.cliprise.app/models/qwen-image)
- [Qwen Image Edit](https://www.cliprise.app/models/qwen-image-edit)

### 5. Turn images into video

- [AI Video Generator](https://www.cliprise.app/features/ai-video-generator)
- [Image-to-video Workflow](https://www.cliprise.app/learn/guides/getting-started/image-to-video-workflow-complete-cliprise-guide)
- [Image Reference Upload](https://www.cliprise.app/learn/guides/best-practices/image-reference-upload-ai-video-consistency)
- [How to Chain AI Image, Video and Upscaling](https://www.cliprise.app/learn/workflows/marketing/chaining-image-video-upscaling)

---

## Cliprise model pages useful for comparison

### Image generation and editing models

- [GPT Image 1.5](https://www.cliprise.app/models/gpt-image-1-5)
- [4o Image](https://www.cliprise.app/models/4o-image)
- [Google Imagen 4](https://www.cliprise.app/models/google-imagen-4)
- [Nano Banana](https://www.cliprise.app/models/nano-banana)
- [Nano Banana 2](https://www.cliprise.app/models/nano-banana-2)
- [Nano Banana Pro](https://www.cliprise.app/models/nano-banana-pro)
- [Seedream 3.0](https://www.cliprise.app/models/seedream-3-0)
- [Seedream 4.0](https://www.cliprise.app/models/seedream-4-0)
- [Seedream 4.5](https://www.cliprise.app/models/seedream-4-5)
- [Seedream 5.0 Lite](https://www.cliprise.app/models/seedream-5-0-lite)
- [Flux 2](https://www.cliprise.app/models/flux-2)
- [Flux Kontext](https://www.cliprise.app/models/flux-kontext)
- [Midjourney](https://www.cliprise.app/models/midjourney)
- [Qwen Image](https://www.cliprise.app/models/qwen-image)
- [Qwen Image Edit](https://www.cliprise.app/models/qwen-image-edit)
- [Ideogram v3](https://www.cliprise.app/models/ideogram-v3)
- [Ideogram Character](https://www.cliprise.app/models/ideogram-character)
- [Ideogram Reframe](https://www.cliprise.app/models/ideogram-reframe)
- [Grok Imagine](https://www.cliprise.app/models/grok-imagine)

### Finishing models

- [Recraft Remove BG](https://www.cliprise.app/models/recraft-remove-bg)
- [Recraft Crisp Upscale](https://www.cliprise.app/models/recraft-crisp-upscale)
- [Topaz Image Upscale](https://www.cliprise.app/models/topaz-image-upscale)

### Video models for animating image outputs

- [Seedance 2.0](https://www.cliprise.app/models/seedance-2-0)
- [Sora 2](https://www.cliprise.app/models/sora-2)
- [Veo 3.1 Fast](https://www.cliprise.app/models/veo-3-1-fast)
- [Kling 3.0](https://www.cliprise.app/models/kling-3-0)
- [Runway Gen-4 Turbo](https://www.cliprise.app/models/runway-gen4-turbo)

---

## Prompt library

These prompts are original starting points. Adapt them to your brand, product, aspect ratio, output size and platform.

---

### 1. Product image prompt

```text
Create a premium square e-commerce product image of a matte black wireless headphone case on a dark reflective glass surface.
Purpose: product page hero and paid social ad.
Composition: product centered, slight low angle, clean negative space above the product.
Lighting: soft blue rim light from behind, subtle reflection under the case, controlled studio shadows.
Style: realistic luxury technology commercial photography.
Details to include: sharp product edges, soft highlights, natural material texture.
Details to avoid: fake text, distorted logos, extra objects, broken reflections, warped product shape.
Output intent: product image that can later be used as an image-to-video source frame.
```

Best for:

- e-commerce products
- product launch ads
- website hero visuals
- AI video source frames
- social media ads

Related Cliprise resources:

- [AI Product Photos](https://www.cliprise.app/learn/guides/getting-started/ai-product-photos-ecommerce-complete-guide)
- [AI Product Photography Workflow](https://www.cliprise.app/learn/workflows/ecommerce/ai-product-photography-complete-guide)
- [Image-to-video Workflow](https://www.cliprise.app/learn/guides/getting-started/image-to-video-workflow-complete-cliprise-guide)

---

### 2. High-fidelity product background variation

```text
Use the uploaded product image as the primary visual reference.
Preserve the exact product shape, label placement, color, material texture and camera angle.
Create three background variations for a premium e-commerce campaign:
1. clean white studio background with soft shadow
2. warm beige lifestyle desk background with natural daylight
3. dark luxury studio background with subtle blue rim light
Keep the product accurate in every version.
Do not invent new label text, do not distort the logo, do not change packaging, do not add extra products.
```

Best for:

- product background testing
- campaign variations
- marketplace images
- social ad testing
- brand asset creation

Related Cliprise resources:

- [Pro Image Editor](https://www.cliprise.app/features/pro-image-editor)
- [AI Background Remover](https://www.cliprise.app/features/ai-background-remover)
- [AI E-commerce Product Photos](https://www.cliprise.app/learn/guides/getting-started/ai-ecommerce-photos-complete-guide-2026)

---

### 3. Social media ad creative

```text
Create a vertical 9:16 social media ad image for a modern AI creative platform.
Subject: a creator's desk with a laptop, phone, generated image thumbnails and soft neon interface glow.
Scene: clean dark workspace with organized creative tools.
Composition: strong focal point in the lower center, open negative space at the top for headline text added later.
Style: premium SaaS campaign visual, realistic with subtle futuristic UI energy.
Lighting and color: dark navy background, cyan and violet highlights, soft screen reflections.
Details to include: polished creative atmosphere, professional setup, clean geometry.
Details to avoid: readable fake text, real brand logos, clutter, distorted screens, extra devices.
Output intent: paid social ad background.
```

Best for:

- Facebook ads
- Instagram ads
- TikTok covers
- SaaS campaigns
- launch graphics

Related Cliprise resources:

- [AI Video Ads](https://www.cliprise.app/learn/workflows/marketing/ai-video-ads-complete-guide)
- [Prompt to Campaign Workflow](https://www.cliprise.app/learn/workflows/marketing/prompt-to-campaign-workflow)
- [Best AI Tools for Social Media Managers](https://www.cliprise.app/learn/guides/getting-started/best-ai-tools-social-media-managers-2026)

---

### 4. YouTube thumbnail background

```text
Create a dramatic 16:9 YouTube thumbnail background image for a video about AI image generation.
Subject: a glowing futuristic image-generation interface floating above a dark desk.
Composition: central glowing visual object, high contrast, clean negative space on the left for large title text added later.
Lighting: blue and orange cinematic lighting, strong rim light, sharp focal point.
Style: modern tech YouTube thumbnail, premium, high energy, readable at small size.
Details to include: clear subject silhouette, clean visual hierarchy, dramatic glow.
Details to avoid: generated text, random logos, clutter, distorted UI, extra hands.
Output intent: thumbnail base image, not final thumbnail typography.
```

Best for:

- YouTube thumbnails
- tutorial covers
- tech videos
- podcast video covers
- AI tool reviews

Related Cliprise resources:

- [AI Thumbnail Generator](https://www.cliprise.app/learn/guides/getting-started/ai-thumbnail-generator-complete-guide-2026)
- [AI YouTube Thumbnail Generator](https://www.cliprise.app/learn/guides/getting-started/ai-youtube-thumbnail-generator-guide-2026)
- [YouTube Thumbnail Workflow](https://www.cliprise.app/learn/workflows/marketing/youtube-thumbnail-workflow)

---

### 5. Poster design prompt

```text
Create a clean vertical poster concept for a fictional AI creativity conference.
Purpose: event poster draft with space for final typography added later.
Subject: abstract glowing creative network shaped like a rising sun above a minimal horizon.
Composition: vertical poster layout, centered symbol, strong negative space in top and bottom thirds.
Style: premium editorial poster design, modern, minimal, sophisticated.
Lighting and color: deep navy, warm gold, soft cyan accents.
Details to include: balanced layout, strong visual hierarchy, print-friendly contrast.
Details to avoid: fake readable event text, random logos, clutter, copied brand styles.
Output intent: poster background and visual system concept.
```

Best for:

- event posters
- campaign posters
- editorial graphics
- social launch cards
- brand moodboards

Related Cliprise resources:

- [AI Art Generator](https://www.cliprise.app/features/ai-art-generator)
- [Color Palette](https://www.cliprise.app/free-tools/color-palette)
- [AI Image Generation 2026](https://www.cliprise.app/learn/guides/getting-started/ai-image-generation-complete-guide-2026)

---

### 6. Logo concept prompt

```text
Create a simple modern logo concept for a productivity app called FlowNest.
Subject: a geometric nest icon made from three curved lines representing focus, organization and calm work.
Composition: icon above a simple wordmark placeholder, centered on a plain background.
Style: minimal, friendly, premium SaaS brand, flat vector-like.
Color palette: deep navy, soft blue and white.
Details to include: clean silhouette, scalable mark, balanced negative space.
Details to avoid: wall mockup, business card mockup, fake typography, tiny details, complex gradients, copied brand style.
Output intent: early logo direction for human review and vector refinement.
```

Best for:

- startup logos
- app icon ideas
- brand moodboards
- early design concepts
- logo direction testing

Related Cliprise resources:

- [AI Logo Generator](https://www.cliprise.app/features/ai-logo-generator)
- [AI Logo Generator 2026](https://www.cliprise.app/learn/guides/getting-started/ai-logo-generator-complete-guide-2026)
- [Color Palette](https://www.cliprise.app/free-tools/color-palette)

---

### 7. UI mockup concept prompt

```text
Create a clean 16:9 product UI mockup concept for an AI creative dashboard.
Purpose: landing page hero image.
Subject: abstract dashboard with cards for image generation, video generation, prompts, models and credits.
Composition: three main cards in the foreground, soft blurred interface layers behind, no readable final text.
Style: premium SaaS UI concept, dark mode, polished, modern, product-led.
Lighting and color: deep navy background, cyan glow, violet accents, subtle glassmorphism.
Details to include: clean spacing, professional layout, realistic screen perspective.
Details to avoid: unreadable fake paragraphs, distorted UI, real brand logos, clutter, random buttons.
Output intent: concept image, not production UI screenshot.
```

Best for:

- SaaS hero images
- product concept visuals
- pitch decks
- app landing pages
- UI storytelling

Related Cliprise resources:

- [AI Image Generator](https://www.cliprise.app/features/ai-image-generator)
- [AI Tools for Freelance Designers](https://www.cliprise.app/learn/workflows/professional/freelance-designer-ai-tools)
- [Prompt Engineering Masterclass](https://www.cliprise.app/learn/guides/best-practices/prompt-engineering-masterclass-write-prompts-that-actually-work)

---

### 8. Infographic prompt

```text
Create a clean vertical infographic background about a three-step AI content workflow.
Purpose: educational visual for a blog post.
Layout: three stacked sections with abstract icons only, no readable text.
Section 1: generate image
Section 2: animate image into video
Section 3: upscale and export
Style: modern editorial infographic, dark premium background, glowing connected lines.
Composition: clear hierarchy, enough space to add final text manually later.
Lighting and color: navy background, cyan and orange accents.
Details to avoid: fake text, messy labels, distorted icons, too many small elements.
Output intent: infographic visual template, final typography added separately.
```

Best for:

- blog visuals
- educational content
- LinkedIn posts
- workflow graphics
- explainer images

Related Cliprise resources:

- [How to Chain AI Image, Video and Upscaling](https://www.cliprise.app/learn/workflows/marketing/chaining-image-video-upscaling)
- [AI Image Generator](https://www.cliprise.app/features/ai-image-generator)
- [Universal Upscaler](https://www.cliprise.app/features/universal-upscaler)

---

### 9. Realistic portrait prompt

```text
Create a realistic editorial portrait of a confident creative founder in a clean modern office.
Purpose: professional website and social profile image.
Subject: friendly entrepreneur, natural expression, simple dark casual blazer.
Composition: medium close-up, eye-level camera, shallow depth of field, clean background.
Lighting: soft daylight from a side window, natural skin tones.
Style: business magazine portrait, professional but approachable.
Details to include: natural skin texture, realistic eyes, subtle background blur.
Details to avoid: plastic skin, face distortion, extra people, distorted hands, fake logos.
Output intent: founder portrait concept for brand storytelling.
```

Best for:

- profile pictures
- founder visuals
- LinkedIn-style images
- website about pages
- personal brand content

Related Cliprise resources:

- [AI Portrait & Headshot Generator](https://www.cliprise.app/learn/guides/getting-started/ai-portrait-headshot-generator-complete-guide-2026)
- [AI Avatar Generator](https://www.cliprise.app/learn/guides/getting-started/ai-avatar-generator-complete-guide-2026)
- [Image Resizer](https://www.cliprise.app/free-tools/image-resizer)

---

### 10. Character consistency prompt

```text
Use the uploaded image as the character identity reference.
Preserve the character's face shape, hairstyle, outfit colors and overall proportions.
Create four character concept variations in different environments:
1. neutral studio pose
2. city street at night
3. bright office workspace
4. cinematic outdoor sunset
Keep the character recognizable in every version.
Do not change age, face structure, hairstyle, outfit identity or body proportions.
Do not add extra people, distorted hands or random accessories.
```

Best for:

- character concepts
- storyboards
- AI video source frames
- brand mascots
- comic concepts

Related Cliprise resources:

- [Ideogram Character](https://www.cliprise.app/models/ideogram-character)
- [Image Reference Upload](https://www.cliprise.app/learn/guides/best-practices/image-reference-upload-ai-video-consistency)
- [AI Video Generator](https://www.cliprise.app/features/ai-video-generator)

---

### 11. E-commerce lifestyle prompt

```text
Create a realistic lifestyle product image for a premium ceramic coffee mug brand.
Subject: handmade ceramic mug on a wooden breakfast table.
Scene: cozy modern kitchen, window light, linen napkin, small plant in background.
Composition: close-up product hero shot, mug in sharp focus, soft background blur.
Lighting: warm morning daylight, natural shadows, subtle steam.
Style: realistic lifestyle photography, premium but cozy.
Details to include: ceramic texture, handmade imperfections, warm home atmosphere.
Details to avoid: fake brand text, extra mugs, distorted handle, unrealistic steam, clutter.
Output intent: e-commerce product lifestyle image.
```

Best for:

- Shopify stores
- marketplace images
- product photography
- social ads
- landing page visuals

Related Cliprise resources:

- [AI Product Photos](https://www.cliprise.app/learn/guides/getting-started/ai-product-photos-ecommerce-complete-guide)
- [AI Product Photography Workflow](https://www.cliprise.app/learn/workflows/ecommerce/ai-product-photography-complete-guide)
- [AI E-commerce Product Photos](https://www.cliprise.app/learn/guides/getting-started/ai-ecommerce-photos-complete-guide-2026)

---

### 12. Fashion campaign prompt

```text
Create a realistic editorial fashion campaign image.
Subject: model wearing a minimalist beige streetwear outfit.
Scene: clean urban alley with soft daylight and neutral walls.
Composition: full-body vertical 4:5 frame, model centered, enough space for brand copy added later.
Lighting: soft daylight, natural fabric texture, clean shadows.
Style: premium fashion lookbook photography, modern and understated.
Details to include: fabric movement, sharp outfit details, natural pose.
Details to avoid: distorted hands, face warping, extra people, changed clothing details, fake logos.
Output intent: social campaign image and possible image-to-video source frame.
```

Best for:

- fashion brands
- apparel e-commerce
- lookbooks
- social campaigns
- TikTok/Reels source frames

Related Cliprise resources:

- [AI Fashion Photography Workflows](https://www.cliprise.app/learn/workflows/ecommerce/ai-fashion-photography-workflows)
- [Fashion Brand Lookbooks](https://www.cliprise.app/learn/workflows/ecommerce/fashion-brand-lookbooks-ai-video-image-pipeline)
- [AI Clothing Visualization](https://www.cliprise.app/learn/workflows/ecommerce/ai-clothing-visualization-products-on-models-without-photoshoot)

---

### 13. Restaurant food prompt

```text
Create a realistic close-up food photo of a juicy grilled burger on a dark wooden table.
Purpose: restaurant menu and social media ad.
Composition: macro close-up, burger centered, shallow depth of field.
Lighting: warm restaurant light, appetizing highlights, natural steam.
Style: premium commercial food photography.
Details to include: melted cheese, fresh lettuce, glossy sauce, realistic bun texture.
Details to avoid: fake ingredients, extra hands, distorted food, unrealistic steam, text, logos.
Output intent: menu image and short video source frame.
```

Best for:

- restaurant marketing
- food delivery apps
- menu visuals
- local ads
- social food posts

Related Cliprise resources:

- [Restaurant Menu Photography](https://www.cliprise.app/learn/workflows/ecommerce/restaurant-menu-photography-ai-generated-food-images-sell)
- [AI Video for Restaurant Social Media](https://www.cliprise.app/learn/workflows/ecommerce/ai-video-restaurant-social-media)
- [AI Product Photography Workflow](https://www.cliprise.app/learn/workflows/ecommerce/ai-product-photography-complete-guide)

---

### 14. Real estate image prompt

```text
Create a realistic luxury real estate exterior image of a modern hillside villa at golden hour.
Subject: clean contemporary house with large glass windows and landscaped entrance.
Composition: wide-angle architectural shot from driveway, stable perspective, balanced framing.
Lighting: warm sunset, soft shadows, natural reflections on glass.
Style: premium real estate listing photography.
Details to include: clean lines, realistic materials, inviting entrance, subtle greenery.
Details to avoid: warped windows, distorted walls, impossible geometry, cars, people, fake signs.
Output intent: property listing hero image and possible video teaser source frame.
```

Best for:

- real estate listings
- architecture concepts
- property ads
- rental marketing
- AI video source frames

Related Cliprise resources:

- [AI Real Estate Photo Editing and Video](https://www.cliprise.app/learn/guides/getting-started/ai-real-estate-photos-video-complete-guide-2026)
- [Architecture AI Workflow](https://www.cliprise.app/learn/workflows/professional/architecture-visualization-ai-sketch-photorealistic-render)
- [Interior Design AI Workflow](https://www.cliprise.app/learn/workflows/professional/interior-design-ai-workflow-transform-spaces-minutes)

---

### 15. AI art prompt

```text
Create an original cinematic fantasy artwork of a glowing ancient tree in the center of a misty valley at night.
Composition: wide cinematic frame, tree centered, valley depth visible behind it.
Lighting: soft moonlight, glowing particles, subtle emerald and silver highlights.
Style: painterly realism, magical but grounded, atmospheric and detailed.
Details to include: mist layers, textured bark, soft reflective water near tree roots.
Details to avoid: text, modern objects, copied characters, trademarked symbols, clutter.
Output intent: fantasy artwork, album cover concept or image-to-video source frame.
```

Best for:

- AI art
- fantasy concepts
- album covers
- posters
- storyboards

Related Cliprise resources:

- [AI Art Generator](https://www.cliprise.app/features/ai-art-generator)
- [AI Art Maker 2026](https://www.cliprise.app/learn/guides/getting-started/ai-art-maker-complete-guide-2026)
- [AI Album Art Workflow](https://www.cliprise.app/learn/workflows/marketing/ai-album-art-midjourney-flux-ideogram-workflow)

---

### 16. Meme/viral image prompt

```text
Create a funny vertical social image of a tiny robot trying to carry an oversized coffee cup across a clean kitchen counter.
Purpose: playful meme-style social post.
Composition: close-up, robot in lower center, cup visibly too large, simple background.
Lighting: bright morning light, cheerful mood.
Style: realistic miniature object comedy, charming and clean.
Details to include: robot wobbling posture, oversized cup, subtle comedic tension.
Details to avoid: text, logos, chaotic clutter, distorted robot parts, messy background.
Output intent: TikTok cover, Instagram post or meme template without text.
```

Best for:

- memes
- Reels covers
- Shorts thumbnails
- playful brand posts
- social hooks

Related Cliprise resources:

- [Meme Generator](https://www.cliprise.app/free-tools/meme-generator)
- [Creating Instagram Reels with AI Video](https://www.cliprise.app/learn/workflows/marketing/creating-instagram-reels-ai-video-guide)
- [AI Video for TikTok](https://www.cliprise.app/learn/workflows/marketing/ai-video-for-tiktok-complete-guide)

---

## Prompt templates by use case

### Product image template

```text
Create a [format] product image for [platform].
Subject: [product with details].
Scene: [surface/background].
Composition: [framing and negative space].
Lighting: [studio/lifestyle/natural lighting].
Style: [commercial/e-commerce/luxury/UGC].
Preserve or include: [important product details].
Avoid: [fake text, logo distortion, extra objects].
Output intent: [product page/ad/source frame].
```

### Image editing template

```text
Edit the image to [specific change].
Preserve [identity/product/composition/colors/lighting].
Change only [specific element].
Improve [quality/clarity/background/layout].
Avoid [distortion/fake text/extra objects].
Output should be suitable for [use case].
```

### Ad creative template

```text
Create a [aspect ratio] ad creative image for [product/service].
Audience: [target audience].
Main visual: [subject].
Composition: [where subject goes, where copy will be added].
Style: [premium/social/UGC/tech/lifestyle].
Lighting and color: [palette and mood].
Avoid: readable fake text, real brand logos, clutter, misleading claims.
```

### Poster template

```text
Create a [vertical/square/wide] poster background for [theme/event/product].
Main visual: [symbol or subject].
Composition: [layout, negative space for typography].
Style: [editorial/minimal/cinematic/retro].
Color palette: [colors].
Avoid: fake readable text, logos, clutter, copied styles.
```

### UI mockup template

```text
Create a [aspect ratio] UI concept image for [app/product].
Subject: [dashboard/app screen/interface idea].
Composition: [screen perspective and cards].
Style: [SaaS, mobile app, dark mode, glassmorphism].
Include: abstract cards and clear hierarchy.
Avoid: readable fake text, real logos, distorted UI, clutter.
```

### Text rendering template

```text
Create a clean design containing the exact text: "[TEXT]".
Layout: [poster/card/banner/sign].
Typography: [bold/minimal/editorial/handwritten].
Composition: [where text appears].
Background: [visual setting].
Avoid: misspelled text, extra letters, distorted typography, random words.
```

### Image-to-video source frame template

```text
Create a stable image-to-video source frame of [subject].
Composition: clear subject separation, simple background, strong depth.
Lighting: [consistent lighting].
Style: [realistic/cinematic/product/social].
Motion potential: [what could move later].
Avoid: text, tiny details, distorted hands, fake logos, clutter.
```

---

## Workflow: GPT Image 2 for product images

### Step 1: Define product accuracy

Before prompting, decide what must stay accurate:

- shape
- label
- color
- packaging
- material
- camera angle
- product proportions
- logo position
- reflection style
- background requirements

### Step 2: Generate or edit

Use generation if you need a concept.

Use editing if you already have a real product image.

### Step 3: Create variations

Generate:

- white background version
- lifestyle version
- dark studio version
- social ad version
- thumbnail version
- image-to-video source frame

### Step 4: QA

Check:

- fake label text
- logo distortion
- product shape
- color accuracy
- reflections
- background realism
- platform compliance

---

## Workflow: GPT Image 2 for ad creatives

### Step 1: Separate image and copy

It is often better to generate the visual without final text, then add copy manually.

### Step 2: Build visual hierarchy

A good ad image needs:

- one focal point
- simple background
- strong contrast
- negative space for copy
- platform-specific crop
- brand color direction

### Step 3: Generate multiple creative routes

Try:

- product hero
- lifestyle scene
- founder/creator scene
- abstract brand visual
- problem/solution concept
- before/after concept
- image-to-video source frame

### Step 4: Review

Check:

- misleading claims
- fake text
- brand compliance
- product accuracy
- platform fit
- safe commercial use

---

## Workflow: GPT Image 2 for image editing

### Editing rule

Be specific about what changes and what stays unchanged.

Bad:

```text
Make it better.
```

Better:

```text
Replace the background with a warm beige studio setting while preserving the exact product shape, label, color, lighting direction and camera angle.
```

### Common editing tasks

- remove background
- replace background
- clean distractions
- correct lighting
- improve clarity
- change product setting
- create social crop
- create poster crop
- prepare source frame
- create variations
- adjust style

### Editing QA

Check:

- unintended identity changes
- changed labels
- distorted logos
- warped hands
- incorrect object edges
- fake text
- background seams
- color changes

---

## Workflow: GPT Image 2 for text-heavy images

GPT Image 2 and ChatGPT Images 2.0 have improved text rendering compared with older models, but text still needs QA.

### Best practices

- keep text short
- use exact text quotes
- request simple typography
- request clear layout
- avoid too many small text blocks
- inspect spelling manually
- add mission-critical text in design software if needed
- create the background separately when typography must be perfect

### Text prompt example

```text
Create a clean square poster with the exact headline text: "CREATE FASTER".
Typography: bold uppercase sans-serif, centered, large, perfectly spelled.
Background: dark navy gradient with subtle cyan glow.
Composition: headline in center, small abstract spark icon below.
Avoid: extra words, misspellings, distorted letters, fake logos, clutter.
```

### Good use cases

- simple posters
- bold headlines
- short labels
- visual concepts
- social cards
- meme drafts
- title cards

### Riskier use cases

- legal documents
- detailed infographics
- tables
- invoices
- medical labels
- small product packaging text
- dense multilingual documents

---

## Workflow: GPT Image 2 to AI video

A strong image prompt can become the first frame of an AI video.

### Good source frame qualities

- clear main subject
- clean composition
- simple background
- strong subject-background separation
- stable lighting
- no fake text
- no distorted hands
- no messy product labels
- enough depth for camera movement

### Source frame prompt

```text
Create a stable cinematic source frame for image-to-video generation.
Subject: [subject].
Composition: [clear, stable, separated].
Lighting: [consistent].
Style: [cinematic/product/social].
Motion potential: [what could move later].
Avoid: text, clutter, distorted anatomy, fake logos.
```

### Follow-up video prompt

```text
Using the uploaded image as the exact visual reference, create a [duration]-second video.
Preserve [subject/product/style/composition].
Camera: [movement].
Motion: [motion].
Lighting: preserve original direction.
Restrictions: no text, no distortion, no identity changes.
```

Related resources:

- [Image-to-video Workflow](https://www.cliprise.app/learn/guides/getting-started/image-to-video-workflow-complete-cliprise-guide)
- [AI Video Generator](https://www.cliprise.app/features/ai-video-generator)
- [How to Chain AI Image, Video and Upscaling](https://www.cliprise.app/learn/workflows/marketing/chaining-image-video-upscaling)

---

## Workflow: prompt-to-campaign

Use GPT Image 2-style image generation to build a full campaign system.

### Step 1: Generate hero visual

```text
Create the main product or brand hero image.
```

### Step 2: Generate format variations

- 1:1 square post
- 4:5 Instagram feed
- 9:16 Story/Reel/TikTok
- 16:9 YouTube/website
- wide landing page hero
- thumbnail background
- email header

### Step 3: Generate creative angles

- product-only
- lifestyle
- creator/UGC
- abstract brand
- before/after
- comparison
- seasonal
- image-to-video frame

### Step 4: Polish

- edit background
- remove distractions
- upscale
- resize
- compress
- add text manually
- publish

Useful Cliprise tools:

- [Image Resizer](https://www.cliprise.app/free-tools/image-resizer)
- [Image Compressor](https://www.cliprise.app/free-tools/image-compressor)
- [Thumbnail Maker](https://www.cliprise.app/free-tools/thumbnail-maker)
- [Caption Generator](https://www.cliprise.app/free-tools/caption-generator)
- [Hashtag Generator](https://www.cliprise.app/free-tools/hashtag-generator)

---

## Quality checklist

Before using a generated or edited image, inspect:

- text spelling
- product label accuracy
- logo distortion
- object geometry
- hands and fingers
- face consistency
- skin texture
- background artifacts
- fake brand marks
- hidden text
- composition
- crop safety
- color consistency
- platform aspect ratio
- resolution
- compression
- commercial-use risk
- copyright risk
- trademark risk
- misleading realism

Useful finishing pages:

- [Pro Image Editor](https://www.cliprise.app/features/pro-image-editor)
- [AI Background Remover](https://www.cliprise.app/features/ai-background-remover)
- [Universal Upscaler](https://www.cliprise.app/features/universal-upscaler)
- [How to Upscale AI Images](https://www.cliprise.app/learn/guides/getting-started/how-to-upscale-image-ai-guide)

---

## Model comparison mindset

Do not ask “Is GPT Image 2 best?”

Ask:

```text
Best for which exact visual job?
```

| Use case | What to evaluate |
|---|---|
| Product image | label accuracy, shape preservation, reflections |
| Poster | layout, typography, hierarchy |
| Ad creative | hook clarity, negative space, platform fit |
| Image editing | preservation, localized change quality |
| Character consistency | identity stability, outfit consistency |
| UI mockup | layout structure, fake text control |
| Infographic | readable structure, icon clarity |
| Social media | crop, focal point, speed of understanding |
| AI video source frame | stability, depth, motion potential |
| Brand visuals | consistency, originality, legal safety |

Compare against:

- [Nano Banana Pro](https://www.cliprise.app/models/nano-banana-pro)
- [Google Imagen 4](https://www.cliprise.app/models/google-imagen-4)
- [Flux 2](https://www.cliprise.app/models/flux-2)
- [Seedream 5.0 Lite](https://www.cliprise.app/models/seedream-5-0-lite)
- [Qwen Image](https://www.cliprise.app/models/qwen-image)
- [Qwen Image Edit](https://www.cliprise.app/models/qwen-image-edit)

---

## Negative prompt and restriction library

### General image generation

```text
no text unless specified, no watermark, no extra objects, no distorted anatomy, no warped geometry, no broken perspective, no clutter, no random logos
```

### Product images

```text
no fake label text, no logo distortion, no changed packaging, no warped product shape, no extra products, no broken reflections, no unrealistic shadows
```

### Portraits

```text
no face distortion, no plastic skin, no extra teeth, no asymmetrical eyes, no changed age, no extra people, no distorted hands
```

### Text rendering

```text
no misspellings, no extra words, no distorted letters, no random symbols, no unreadable small text, no fake paragraphs
```

### UI and app visuals

```text
no real brand logos, no unreadable UI text, no distorted screen, no clutter, no random buttons, no broken layout
```

### Logos

```text
no mockup, no wall sign, no background texture, no tiny details, no fake typography, no copied brand style, no complex gradients
```

### Real estate

```text
no warped windows, no impossible stairs, no distorted walls, no floating furniture, no broken perspective, no fake room layout
```

---

## Common mistakes

### Mistake 1: Vague prompts

Bad:

```text
Make a cool image.
```

Better:

```text
Create a vertical 9:16 social ad image for a premium productivity app, showing a smartphone with abstract dashboard cards, dark navy background, cyan rim light, negative space at the top for copy, no readable fake text.
```

### Mistake 2: Asking for too much text

Dense text still needs review. Generate layout and short headlines, then add final text manually when precision matters.

### Mistake 3: Not preserving source details

When editing or using reference images, explicitly state what must not change.

### Mistake 4: Treating every output as final

Production workflow usually needs editing, upscaling, resizing and QA.

### Mistake 5: Copying brand styles

Do not request images “in the style of” famous brands, living artists or protected visual identities. Describe visual qualities instead.

### Mistake 6: Skipping commercial review

Check platform terms, input rights, output rights, copyright, trademark and likeness issues.

---

## GPT Image 2 benchmark test suite

Use this test suite to compare outputs across GPT Image 2, Nano Banana Pro, Imagen, Flux, Seedream and Qwen.

### Test 1: Product accuracy

```text
Create a premium product image of a matte black wireless headphone case on a reflective dark surface. Centered composition, blue rim light, no text, no extra objects, no logo distortion.
```

Review:

- shape
- reflections
- material
- fake text
- product realism

### Test 2: Text rendering

```text
Create a square poster with the exact headline "CREATE FASTER". Bold uppercase sans-serif, centered, dark navy background, cyan glow, no extra words, no misspellings.
```

Review:

- spelling
- letter clarity
- typography
- extra words
- layout balance

### Test 3: Reference preservation

```text
Use uploaded image as the exact character reference. Preserve face, hairstyle, outfit and body proportions. Create a clean studio portrait variation. Do not change identity or add extra people.
```

Review:

- identity
- outfit
- face
- consistency
- hands

### Test 4: UI mockup

```text
Create a clean 16:9 dark-mode SaaS dashboard concept with abstract cards for images, videos, prompts and models. No readable fake text, no real logos, clean spacing, premium product-led style.
```

Review:

- layout
- fake text
- visual hierarchy
- UI plausibility

### Test 5: Image-to-video source frame

```text
Create a stable cinematic source frame of a product bottle on a clean reflective surface, centered composition, strong depth, soft studio lighting, no text, no extra objects, suitable for image-to-video animation.
```

Review:

- stability
- depth
- subject separation
- motion potential

---

## SEO target map

This repository naturally covers these search intents.

| Search intent | Useful section |
|---|---|
| GPT Image 2 prompts | prompt library |
| gpt-image-2 prompts | research and prompt sections |
| ChatGPT Images 2.0 prompts | research notes and templates |
| OpenAI image generation prompts | prompt formula |
| GPT Image 2 image editing prompts | editing workflow |
| GPT Image 2 product image prompts | product sections |
| GPT Image 2 poster prompts | poster section |
| GPT Image 2 ad creative prompts | ad creative workflow |
| GPT Image 2 logo prompts | logo section |
| GPT Image 2 text rendering prompts | text rendering workflow |
| GPT Image 2 UI mockup prompts | UI mockup section |
| GPT Image 2 infographic prompts | infographic prompt |
| GPT Image 2 social media prompts | social ad prompts |
| GPT Image 2 image-to-image prompts | high-fidelity input workflow |
| GPT Image 2 high fidelity input prompts | source preservation sections |
| AI image generator prompt templates | templates section |
| AI image editing workflow examples | editing workflow |
| ChatGPT image prompt guide | FAQ and formulas |

---

## FAQ

### What is GPT Image 2?

GPT Image 2 is OpenAI’s image generation and editing model documented as `gpt-image-2` in the OpenAI API model documentation. It supports text input and image input/output for image generation and editing workflows.

### What is ChatGPT Images 2.0?

ChatGPT Images 2.0 is the image generation product experience inside ChatGPT introduced by OpenAI in April 2026. It is related to next-generation image generation and “thinking” workflows in ChatGPT.

### Is this an official OpenAI repository?

No. This is an independent educational prompt and workflow resource.

### Is GPT Image 2 available on Cliprise?

Check [Cliprise Models](https://www.cliprise.app/models) and official Cliprise app model availability. Do not assume availability unless it is listed in the current Cliprise interface or model page.

### What is the best GPT Image 2 prompt structure?

A strong prompt includes purpose, subject, scene, composition, style, lighting, color, important details, restrictions and output intent.

### Can GPT Image 2 edit images?

OpenAI’s model page describes GPT Image 2 as supporting image generation and editing. For production editing, clearly state what should change and what should be preserved.

### Can GPT Image 2 render text?

ChatGPT Images 2.0 and GPT Image 2-related materials describe improved text/detail capabilities. Still, any generated text should be manually reviewed, especially for ads, packaging, legal content or commercial designs.

### Should I use GPT Image 2 for logos?

Use it for logo concepts and direction, not final legal brand identity. Final logos need human review, vector refinement and trademark checks.

### Should I generate final ad copy inside the image?

For important campaigns, generate the visual background first and add exact final copy in a design tool. Use generated text only after careful review.

### Can GPT Image 2 create image-to-video source frames?

Yes, it can be useful for creating stable source images that are later animated with AI video tools. Keep source frames clean, simple and motion-ready.

### How do I reduce failed outputs?

Use structured prompts, define what to preserve, avoid unnecessary complexity, generate variations, inspect outputs and edit the best result instead of regenerating blindly.

### Can I use outputs commercially?

Commercial use depends on the platform terms, model terms, input rights, output rights, copyright risk, trademark risk, likeness rights and the exact use case. Review before publishing.

---

## Suggested repository structure

```text
awesome-gpt-image-2-prompts/
  README.md
  prompts/
    product-image-prompts.md
    image-editing-prompts.md
    ad-creative-prompts.md
    social-media-prompts.md
    poster-prompts.md
    logo-prompts.md
    ui-mockup-prompts.md
    infographic-prompts.md
    portrait-prompts.md
    ecommerce-prompts.md
    image-to-video-source-prompts.md
    text-rendering-prompts.md
  workflows/
    gpt-image-2-workflow-overview.md
    structured-visual-briefing.md
    high-fidelity-input-workflow.md
    product-image-workflow.md
    image-editing-workflow.md
    text-rendering-workflow.md
    prompt-to-campaign-workflow.md
    image-to-video-source-frame-workflow.md
    qa-checklist.md
    model-comparison-test-suite.md
  resources/
    cliprise-links.md
    openai-public-sources.md
    prompt-formulas.md
    negative-prompts.md
    aspect-ratio-guide.md
    commercial-use-checklist.md
    safety-and-legal-notes.md
  examples/
    product-examples.md
    ad-creative-examples.md
    poster-examples.md
    ecommerce-examples.md
    ui-mockup-examples.md
```

---

## Suggested GitHub topics

```text
gpt-image-2
chatgpt-images-2
openai-image-generation
ai-image-generator
ai-image-prompts
image-generation
image-editing
ai-photo-editor
text-to-image
product-photography
ad-creative
prompt-engineering
generative-ai
creative-ai
cliprise
```

---

## Contributing

Useful contributions include:

- original GPT Image 2-style prompts
- structured visual brief examples
- image editing prompt examples
- high-fidelity input workflows
- product image workflows
- text rendering prompt tests
- UI mockup prompt tests
- QA checklists
- model comparison notes with sources
- Cliprise workflow examples

Please avoid:

- copied prompt collections
- copied README structures
- fake benchmark claims
- unverified availability claims
- official-sounding claims
- spam links
- keyword stuffing
- unsafe prompt examples
- copyrighted character prompts
- famous brand imitation
- fake product claims

---

## Ethical and legal use

Use image generation responsibly.

Do not use GPT Image 2 or any AI image model to:

- impersonate real people
- fabricate evidence
- create fake official documents
- mislead customers
- copy protected characters
- imitate famous brand identities
- misuse trademarks
- violate privacy
- create deceptive political or public-interest content
- remove or alter watermarks unlawfully
- claim generated images are real photos when that could mislead people

For commercial use, review:

- platform terms
- model terms
- input rights
- output rights
- copyright issues
- trademark risks
- likeness and privacy rights
- advertising rules
- product accuracy
- disclosure rules where applicable

Helpful pages:

- [Cliprise Terms](https://www.cliprise.app/terms)
- [Cliprise Privacy](https://www.cliprise.app/privacy)
- [Cliprise DMCA](https://www.cliprise.app/dmca)
- [Safety & Copyright Essentials](https://www.cliprise.app/learn/guides/best-practices/safety-copyright)
- [Copyright & AI Art 2026](https://www.cliprise.app/learn/guides/getting-started/copyright-ai-art-legal-guide-commercial-use-2026)
- [Ethical AI Generation](https://www.cliprise.app/learn/guides/best-practices/ethical-ai-generation-responsible-innovation)

---

## About Cliprise

[Cliprise](https://www.cliprise.app/) is a multi-model AI creative platform for generating and editing images, videos, audio and creative assets from one place.

Start here:

- [What is Cliprise?](https://www.cliprise.app/what-is-cliprise)
- [AI Image Generator](https://www.cliprise.app/features/ai-image-generator)
- [AI Art Generator](https://www.cliprise.app/features/ai-art-generator)
- [Pro Image Editor](https://www.cliprise.app/features/pro-image-editor)
- [AI Background Remover](https://www.cliprise.app/features/ai-background-remover)
- [Universal Upscaler](https://www.cliprise.app/features/universal-upscaler)
- [AI Video Generator](https://www.cliprise.app/features/ai-video-generator)
- [Models](https://www.cliprise.app/models)
- [Pricing](https://www.cliprise.app/pricing)
- [Learn](https://www.cliprise.app/learn)
- [News](https://www.cliprise.app/news)
- [Free Tools](https://www.cliprise.app/free-tools)

---

## License and attribution

This repository is intended as an educational resource. Prompts and workflows should be original, attributed where needed and safe for commercial review before use.

If you reuse this structure, adapt it to your own product, audience and examples. Do not copy third-party repositories, branding, benchmark screenshots, copyrighted image examples or prompt collections without permission.

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