AI image model comparison
Ming Image 0.1 Design vs GPT-5.4 Image 2
Image quality, cost per image, and editing features compared side by side. Or skip the guesswork and generate with both.
inclusionAI
Ming Image 0.1 Design
Ming Image 0.1 Design is a text-to-image model from inclusionAI aimed at graphic-design output, with an emphasis on legible text rendering inside the generated image.
- Per image
- Not available
- Output / 1M
- Not available
- Image Elo
- Not available
OpenAI
GPT-5.4 Image 2
[GPT-5.4](https://openrouter.ai/openai/gpt-5.4) Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2.
- Per image
- Not available
- Output / 1M
- $30
- Image Elo
- Not available
At a glance
Quick verdict
Which model wins on the things that matter most when you're making images.
Cheaper per image
Not available
Per-image price is not available
Better image quality
Not available
Not enough arena data
Better at editing
Not available
Not enough arena data
Newer release
Ming Image 0.1 Design
Released September 22, 2026
Pricing
Ming Image 0.1 Design vs GPT-5.4 Image 2 price per image
What each image actually costs, plus the underlying API rates. Cheaper option highlighted.
| Metric | GPT-5.4 Image 2 | |
|---|---|---|
| Cost per imageEstimated, ~1 megapixel (1024×1024) | Not available | Not available |
| Image outputPer 1M image tokens | Not available | $30 |
| Tokens per imageHow many image tokens one ~1MP image uses | Not available | Not available |
| Prompt textPer 1M input tokens | Included | $8 |
What it costs in practice
Estimated totals at standard resolution.
Single image
1 image
GPT-5.4 Image 2Not availableSocial media batch
50 images
GPT-5.4 Image 2Not availableProduct catalog
1,000 images
GPT-5.4 Image 2Not availableSpecs
Inputs, outputs, and limits
What each model accepts, what it gives back, and how long your prompt can be.
| Metric | GPT-5.4 Image 2 | |
|---|---|---|
| Accepts | Text | File, Image, Text |
| Produces | Image | Image, Text |
| Max prompt lengthText plus reference images | Not available tokens | 272K tokens |
| Reasoning step | No | Optional |
| Release date | September 22, 2026 | April 21, 2026 |
Features
Supported features
Creative controls available for each model.
| Metric | GPT-5.4 Image 2 | |
|---|---|---|
| Image editingAccepts reference or source images | Not supported | Supported |
| Text alongside imagesCan explain or caption what it made | Not supported | Supported |
| Thinks before drawingPlans the image with a reasoning step | Not supported | Supported |
| Reproducible seedsSame seed, same image | Supported | Supported |
| Temperature controlTrade consistency for variety | Supported | Not supported |
Keep exploring
More on these models
Other head-to-heads, the full model page, and the alternatives list for each model.
- Ming Image 0.1 Design vs GPT Image 2.5 Sunburst
- Ming Image 0.1 Design vs Nano Banana 2
- Ming Image 0.1 Design vs Seedream 4.5
- Ming Image 0.1 Design vs Nano Banana
- Ming Image 0.1 Design vs Nano Banana 2 Lite
- Ming Image 0.1 Design vs Muse Image
- Ming Image 0.1 Design vs GPT Image 2
- Ming Image 0.1 Design vs Seedream 5.0 Flash
- Ming Image 0.1 Design vs GPT Image 2.5 Flare
- Ming Image 0.1 Design vs Hy Image 3.5 Preview
- Ming Image 0.1 Design vs GPT-5 Image
- Ming Image 0.1 Design vs MAI-Image-2.6 Flash
- Ming Image 0.1 Design vs MAI-Image-2.6
GPT-5.4 Image 2View full model details- GPT-5.4 Image 2 vs GPT Image 2.5 Sunburst
- GPT-5.4 Image 2 vs Nano Banana 2
- GPT-5.4 Image 2 vs Seedream 4.5
- GPT-5.4 Image 2 vs Nano Banana
- GPT-5.4 Image 2 vs Nano Banana 2 Lite
- GPT-5.4 Image 2 vs Muse Image
- GPT-5.4 Image 2 vs GPT Image 2
- GPT-5.4 Image 2 vs GPT Image 2.5 Flare
- GPT-5.4 Image 2 vs Nano Banana 2.1
- GPT-5.4 Image 2 vs Hy Image 3.5 Preview
- GPT-5.4 Image 2 vs GPT-5 Image Mini
- GPT-5.4 Image 2 vs GPT-5 Image
- GPT-5.4 Image 2 vs MAI-Image-2.6 Flash
- GPT-5.4 Image 2 vs GPT Image 1
- GPT-5.4 Image 2 vs MAI-Image-2.6
- GPT-5.4 Image 2 vs MAI-Image-2.5
FAQ
Frequently asked questions
Can Ming Image 0.1 Design and GPT-5.4 Image 2 edit existing images?
Only GPT-5.4 Image 2 accepts reference images for editing. The other generates from text alone.
Can I use Ming Image 0.1 Design and GPT-5.4 Image 2 at the same time?
Yes. Shortcut Chat sends one prompt to multiple image models at once, so you can see Ming Image 0.1 Design and GPT-5.4 Image 2 results side by side and keep the one you like.
Why choose? Generate with both.
Send one prompt to Ming Image 0.1 Design and GPT-5.4 Image 2 at the same time. See both images side by side and keep the one you like.