
Overall Score
23
Top 25%
of AI companies
by ByteDance🇨🇳
Seedream is a new-generation image creation model equipped with both image generation and image editing features within its architecture. Th
Seedream is a new-generation image creation model equipped with both image generation and image editing features within its architecture. The model is capable of executing complex multimodal tasks, which include knowledge-based generation, complex reasoning, and maintaining reference consistency. Am...

Overall Score
23
Top 25%
of AI companies
Overall Score
23
GitHub Stars
—
Monthly Visits
880K
Community Rating
4.0
Seedream is a new-generation image creation model equipped with both image generation and image editing features within its architecture. The model is capable of executing complex multimodal tasks, which include knowledge-based generation, complex reasoning, and maintaining reference consistency. Am...
Latest detected signals across traffic, developer activity and community mentions.
Indexed by indexator.ai
HN: "Seed3D 2.0"
Referral growth vs previous period
| Keyword | Volume / Mo | CPC |
|---|---|---|
| seedance 2.0 | 985,730 | $0.41 |
| seedance | 842,980 | $0.65 |
| bytedance | 142,580 | $1.36 |
| seeddance | 32,020 | $0.59 |
| seedream | 80,230 | $0.49 |
Seedream is a new-generation image creation model equipped with both image generation and image editing features within its architecture. The model is capable of executing complex multimodal tasks, which include knowledge-based generation, complex reasoning, and maintaining reference consistency. Am...
Get notified when score, traffic, GitHub or community signals change.
Latest detected signals across traffic, developer activity and community mentions.
Indexed by indexator.ai
HN: "Seed3D 2.0"
Six signals, each 0–100, blended into the overall by their listed weight.
Generated from public signals and search intent.
Each dimension is weighted (traffic 20% · community 25% · growth 15% · momentum 15% · innovation 10%) and combined into the overall.
View full analytics →Referral growth vs previous period
| Keyword | Volume / Mo | CPC |
|---|---|---|
| seedance 2.0 | 985,730 | $0.41 |
| seedance | 842,980 | $0.65 |
| bytedance | 142,580 | $1.36 |
| seeddance | 32,020 | $0.59 |
| seedream | 80,230 | $0.49 |
Saves
256.5K
Rating
4.0
4 reviews
Views
2.1K
Category
Images
Pros · 32
Cons · 10
Rating distribution
Supported features
Release history · 6+
Better multi-image editing subject selection, correctly identifying the main subject more reliably. Stronger reference detail preservation, keeping fine features from the provided images with less drift. Big upgrade to typography and dense text rendering for professional, layout-heavy creatives. More consistent and higher-fidelity outputs from overall model scaling. Better fit for production visual creatives where repeatability and consistency matter more than one-off art.
Stronger “reasoning” for complex prompts, meaning better handling of multiple elements, abstract concepts, and structured compositions. Bigger focus on design-grade outputs like PPT slides, menus, charts, and layout-heavy graphics. Improved layout composition, typography, and flat-design quality for cleaner, more readable visuals. More precise instruction-following for edits like changing text or colors with less drift. A built-in conversational refinement workflow to iterate on style, composition, and details in multiple turns.
Unifies image generation and image editing in a single architecture instead of treating editing as a separate system. Handles more complex multimodal tasks like knowledge-based generation, harder reasoning, and reference consistency. Much faster inference speed, targeting high-throughput creation workflows. Pushes resolution up to 4K for higher-definition outputs. Stronger reference consistency for keeping subjects and key details aligned across edits and variations.
Native 2K output, raising default image sharpness and detail fidelity. Faster response speed for quicker iteration loops. More accurate small-text rendering, reducing misspellings and broken glyphs. Better text layout effects, making typography-heavy designs cleaner and more usable. Improved overall aesthetics and structural quality, meaning compositions look more coherent and polished.
Q&A · 22
Seedream 4.0 is a new-generation image creation model that integrates image generation and image editing within its architecture. It has the ability to execute complex multimodal tasks such as knowledge-based generation and complex reasoning. It is capable of creating high-definition images up to 4K resolution.
Seedream 4.0 works by taking in input from users in the form of texts or reference images. It then uses its intelligent functionality and machine learning algorithms to generate or edit images in line with the input it has received. It facilitates creative workflows by taking multiple reference images to create multiple outputs simultaneously.
Yes, Seedream 4.0 is capable of performing complex multimodal tasks. It incorporates features like knowledge-based generation, complex reasoning, and maintaining reference consistency within its operations.
Seedream 4.0 is capable of generating high-quality 4K resolution images. It upholds a high standard of visual aesthetics and accuracy in generation, making it a tool for producing stunning and professionally suitable images.
Yes, Seedream 4.0 has the ability to handle multiple reference images and generate several outputs simultaneously. This feature enhances the creativity and effectiveness of the workflow making it suitable for high demand creative tasks.
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Top 10 in Image Generation.
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