Seedream 5.0 vs Nano Banana Pro vs GPT Image 1.5 vs Flux Klein vs Qwen Image: Complete Comparison
The AI image generation landscape in 2026 features five distinct approaches to visual creation and editing. Seedream 5.0-Preview leads with intelligent reasoning and web search, Nano Banana Pro balances speed and quality with 4K output, GPT Image 1.5 offers tiered quality at competitive prices, Flux Klein provides open-weight efficiency with LoRA support, and Qwen Image excels at bilingual text rendering. This comparison covers both generation and editing capabilities with accurate pricing.
Quick Comparison
| Feature | Seedream 5.0-Preview | Nano Banana Pro | GPT Image 1.5 | Flux Klein 9B | Qwen Image |
|---|---|---|---|---|---|
| Developer | ByteDance | OpenAI | Black Forest Labs | Alibaba | |
| Max Resolution | 4K | 4K | 1536x1024 | 2048x2048 | 1536x1536 |
| Base Price | $0.04 | $0.14-$0.24 | $0.009-$0.20 | $0.01 | $0.02 |
| Text-to-Image | Yes | Yes | Yes | Yes | Yes |
| Image Editing | Advanced | Advanced | Basic | Yes + LoRA | Advanced |
| Web Search | Yes | No | No | No | No |
| Text Rendering | Good | Good | Good | Good | Excellent (CN/EN) |
| LoRA Support | No | No | No | Yes | Yes |
| Multi-Image | Yes | Yes | No | No | Yes |
Seedream 5.0-Preview: The Intelligent Creator
ByteDance’s Seedream 5.0-Preview introduces knowledge-driven generation. It can search the web in real-time and apply logical reasoning to complex prompts—capabilities no other image model offers.
Key Specifications
- Resolution: Up to 4K (4096x4096)
- Base Price: $0.04 per image
- Web Search: Real-time retrieval for current events and entities
- Reasoning: Multi-step logic and domain knowledge
- Status: Preview (full release coming soon)
Generation Capabilities
Real-Time Web Search
Generate iPhone 17 Pro Max concept
The model retrieves current leaks and design trends to create accurate concepts.
Intelligent Reasoning
Classify the flowers in Image 1 by variety, arrange them
separately in the three vases shown in Image 2
Domain Knowledge
- Architecture (CAD to realistic renders)
- Science (anatomical diagrams, infographics)
- Geography (landmark recognition and annotation)
Editing Capabilities
Feature Transfer
Transfer the makeup from Image 2 onto the person in Image 1
Change Image 1's color tone to match Image 2
Example-Based Editing (Unique)
Reference the change from Image 1 to Image 2, apply the
same operation to Image 3
Learn transformation patterns and apply them to new images.
Model Variants
| Model | Use Case | Price |
|---|---|---|
| bytedance/seedream-v4.5 | Text-to-image with typography | $0.04 |
| bytedance/seedream-v4.5/edit | Image editing | $0.04 |
| bytedance/seedream-v4.5/edit-sequential | Batch editing | $0.04 |
| bytedance/seedream-v4.5/sequential | Multi-image generation | $0.04 |
Note: 5.0-Preview builds on 4.5 with added reasoning capabilities
API Example
import wavespeed
output = wavespeed.run(
"bytedance/seedream-v4.5",
{"prompt": "Modern tech poster with chrome logo, dark gradient, 'INNOVATION' title"},
)
print(output["outputs"][0])
Nano Banana Pro: The Balanced Performer
Google’s Nano Banana Pro (Gemini 3.0 Pro Image) prioritizes balance between speed and quality. Native 4K support and comprehensive editing make it a complete creative toolkit.
Key Specifications
- Resolution: Up to 4K
- Pricing: $0.14 (2K), $0.24 (4K)
- Speed: Fast iteration (5-10 seconds)
- Editing: Full suite with mask support
- Multi-Output: Batch generation available
Generation Capabilities
- Natural-language, context-aware generation
- Multilingual on-image text with auto translation
- Camera-style controls (angle, focus, depth of field)
- Aspect ratio flexibility (1:1 to 21:9)
- Consistent character and style rendering
Editing Capabilities
Mask-Based Editing
- Precise region selection
- Object removal and replacement
- Background swaps
Style and Tone
- Color grading adjustments
- Lighting modifications
- Mood transformations
Model Variants
| Model | Use Case | Price |
|---|---|---|
| google/nano-banana-pro/text-to-image | Standard generation | $0.14 |
| google/nano-banana-pro/text-to-image-ultra | Maximum quality | $0.24 |
| google/nano-banana-pro/text-to-image-multi | Batch generation | $0.14 |
| google/nano-banana-pro/edit | Image editing | $0.14 |
| google/nano-banana-pro/edit-ultra | High-quality editing | $0.24 |
| google/nano-banana-pro/edit-multi | Batch editing | $0.14 |
API Example
import wavespeed
output = wavespeed.run(
"google/nano-banana-pro/text-to-image",
{
"prompt": "Luxury perfume bottle on marble, soft daylight, product photography",
"resolution": "4k"
},
)
print(output["outputs"][0])
GPT Image 1.5: The Tiered Quality Option
OpenAI’s GPT Image 1.5 offers three quality tiers (low/medium/high) with transparent pricing. Powered by GPT-5 guidance, it excels at prompt understanding and photorealistic outputs.
Key Specifications
- Resolution: Up to 1536x1024
- Quality Tiers: Low, Medium, High
- Pricing: $0.009-$0.20 depending on quality and size
- Strengths: Strong prompt understanding, UI/UX friendly outputs
Pricing Structure
| Quality | 1024×1024 | 1024×1536 / 1536×1024 |
|---|---|---|
| Low | $0.009 | $0.013 |
| Medium | $0.034 | $0.051 |
| High | $0.133 | $0.200 |
Generation Capabilities
- Strong prompt understanding from GPT-5
- Photorealistic outputs with natural lighting
- Clean compositions for UI/UX designs
- Style variety from realistic to artistic
Editing Capabilities
Basic editing through the edit endpoint:
- Inpainting (fill regions)
- Simple modifications
Model Variants
| Model | Use Case |
|---|---|
| openai/gpt-image-1.5/text-to-image | Text-to-image generation |
| openai/gpt-image-1.5/edit | Basic image editing |
API Example
import wavespeed
output = wavespeed.run(
"openai/gpt-image-1.5/text-to-image",
{
"prompt": "Street food market in Tokyo at night, chef tossing wok, neon signs",
"size": "1024*1024",
"quality": "high"
},
)
print(output["outputs"][0])
Flux Klein: The Efficient Engine
Black Forest Labs’ Flux Klein models (4B and 9B parameters) bring quality generation at the lowest price point. Open weights and LoRA support enable customization impossible with closed models.
Key Specifications
- Models: Klein 4B (fastest), Klein 9B (balanced)
- Resolution: Up to 2048x2048
- Price: $0.01 per image (flat rate)
- LoRA: Full training and inference support
- License: Open weights
Generation Capabilities
- 9B model delivers richer detail than 4B
- Strong prompt adherence
- Flexible sizing for any aspect ratio
- Built-in prompt enhancer
Editing Capabilities
- Inpainting and outpainting
- Style transfer
- LoRA-enhanced editing for custom styles
Model Variants
| Model | Use Case | Price |
|---|---|---|
| wavespeed-ai/flux-2-klein-9b/text-to-image | High-quality generation | $0.01 |
| wavespeed-ai/flux-2-klein-9b/text-to-image-lora | With custom LoRAs | $0.01 |
| wavespeed-ai/flux-2-klein-9b/edit | Image editing | $0.01 |
| wavespeed-ai/flux-2-klein-9b/edit-lora | Editing with LoRAs | $0.01 |
| wavespeed-ai/flux-2-klein-4b/text-to-image | Fastest generation | $0.01 |
| wavespeed-ai/flux-2-klein-4b/edit | Fast editing | $0.01 |
API Example
import wavespeed
output = wavespeed.run(
"wavespeed-ai/flux-2-klein-9b/text-to-image",
{
"prompt": "Cyberpunk street scene, neon reflections on wet pavement",
"width": 1024,
"height": 1024
},
)
print(output["outputs"][0])
Qwen Image: The Text Rendering Master
Alibaba’s Qwen Image is a 20B MMDiT model that excels at bilingual text rendering (Chinese and English). It’s the best choice for posters, comics, and any work requiring accurate typography.
Key Specifications
- Parameters: 20B MMDiT
- Resolution: Up to 1536x1536
- Price: $0.02 per image
- Text Rendering: SOTA for English, best-in-class for Chinese
- LoRA: Training and inference support
Generation Capabilities
- Native in-pixel text generation (not overlays)
- Bilingual typography with diverse fonts and styles
- Excels across styles: photorealistic, anime, minimalist
- Strong poster and comic generation
Editing Capabilities
Dual-Mode Editing
- Appearance editing: Add/remove/modify while keeping other regions unchanged
- Semantic editing: Higher-level changes (IP creation, style transfer)
Text Editing
- Add/delete/replace on-image text
- Preserves original font, size, kerning, and style
Multi-Angle Generation
- Generate same subject from multiple viewpoints
- Consistent appearance across angles
Layered Output
- RGBA output with transparency
- Compositing-ready exports
Model Variants
| Model | Use Case | Price |
|---|---|---|
| wavespeed-ai/qwen-image/text-to-image | Standard generation | $0.02 |
| wavespeed-ai/qwen-image/text-to-image-2512 | Enhanced version | $0.02 |
| wavespeed-ai/qwen-image/text-to-image-lora | With custom LoRAs | $0.02 |
| wavespeed-ai/qwen-image/edit | Basic editing | $0.02 |
| wavespeed-ai/qwen-image/edit-plus | Advanced editing | $0.02 |
| wavespeed-ai/qwen-image/edit-multiple-angles | Multi-view generation | $0.02 |
| wavespeed-ai/qwen-image/layered | RGBA transparent output | $0.02 |
API Example
import wavespeed
output = wavespeed.run(
"wavespeed-ai/qwen-image/text-to-image",
{
"prompt": "Movie poster with title 'HORIZON' in bold metallic text, sunset cityscape",
"width": 1024,
"height": 1536
},
)
print(output["outputs"][0])
Comparison Tables
Pricing Comparison
| Model | Base Price | 4K Price | Notes |
|---|---|---|---|
| Flux Klein 9B | $0.01 | N/A | Flat rate, best value |
| Qwen Image | $0.02 | N/A | Excellent for text |
| GPT Image 1.5 (low) | $0.009 | N/A | Quality trade-off |
| GPT Image 1.5 (high) | $0.133 | $0.20 | Premium quality |
| Seedream 4.5 | $0.04 | $0.04 | 4K included |
| Nano Banana Pro | $0.14 | $0.24 | Full 4K support |
Feature Comparison
| Feature | Seedream 5.0 | Nano Banana Pro | GPT Image 1.5 | Flux Klein | Qwen Image |
|---|---|---|---|---|---|
| Web Search | Yes | No | No | No | No |
| Logical Reasoning | Excellent | Basic | Good | Basic | Good |
| Example-Based Edit | Yes | No | No | No | No |
| Feature Transfer | Excellent | Good | Limited | Good | Good |
| Text Rendering (EN) | Good | Good | Good | Good | Excellent |
| Text Rendering (CN) | Good | Good | Fair | Fair | Best |
| LoRA Support | No | No | No | Yes | Yes |
| Multi-Image Input | Yes | Yes | No | No | Yes |
| Layered Output | No | No | No | No | Yes |
| Multi-Angle | No | No | No | No | Yes |
Editing Capabilities
| Edit Type | Seedream | Nano Banana Pro | GPT Image 1.5 | Flux Klein | Qwen Image |
|---|---|---|---|---|---|
| Inpainting | Yes | Yes | Yes | Yes | Yes |
| Style Transfer | Excellent | Good | Limited | Good | Good |
| Feature Transfer | Excellent | Limited | No | Limited | Good |
| Example-Based | Yes | No | No | No | No |
| Text Editing | Good | Good | Limited | Good | Excellent |
| Batch Editing | Yes | Yes | No | No | No |
| Layered Output | No | No | No | No | Yes |
Use Case Recommendations
Choose Seedream 5.0-Preview if:
- You need current information (web search for trends, products, celebrities)
- Example-based editing is required (learn from before/after pairs)
- Complex logical reasoning in prompts is needed
- Feature transfer is important (color grading, makeup, style)
- You want 4K output at reasonable pricing
Best for: News visualization, intelligent editing, brand consistency, educational content.
Choose Nano Banana Pro if:
- 4K resolution is required
- You need a complete suite (generation + editing + effects)
- Consistency and reliability are priorities
- Batch processing is part of your workflow
- Google ecosystem integration is valuable
Best for: Marketing teams, e-commerce, social media content, professional production.
Choose GPT Image 1.5 if:
- Budget flexibility matters (pay for quality you need)
- Strong prompt understanding is important
- You want tiered pricing options
- OpenAI ecosystem integration is needed
- Simple, straightforward generation is the goal
Best for: Prototyping, UI/UX concepts, varied creative work, budget-conscious projects.
Choose Flux Klein if:
- Lowest cost is the priority ($0.01/image)
- Custom LoRA training is required
- You need open weights for self-hosting
- High volume generation is planned
- Flux ecosystem compatibility matters
Best for: Custom style development, high-volume production, self-hosted solutions, budget projects.
Choose Qwen Image if:
- Text rendering accuracy is critical (especially Chinese)
- Poster and typography work is the focus
- Layered output for compositing is needed
- Multi-angle generation is valuable
- Bilingual content is required
Best for: Graphic design, poster creation, Asian market content, comic/manga production.
The Verdict
Each model serves different needs:
| Model | Best For | Trade-off |
|---|---|---|
| Seedream 5.0 | Intelligent, knowledge-driven work | Preview status |
| Nano Banana Pro | Complete production workflow | Higher price |
| GPT Image 1.5 | Flexible quality/cost balance | Limited resolution |
| Flux Klein | Maximum value + customization | Smaller model |
| Qwen Image | Text and typography | Resolution limits |
For intelligence: Seedream 5.0’s web search and reasoning are unmatched.
For production: Nano Banana Pro offers the most complete toolkit.
For budget: Flux Klein at $0.01/image can’t be beat.
For text: Qwen Image is the clear leader for typography.
For flexibility: GPT Image 1.5’s tiered pricing fits varied needs.
Try These Models on WaveSpeedAI
All models are available through the WaveSpeedAI API:
Seedream
Nano Banana Pro
GPT Image 1.5
Flux Klein
Qwen Image





