
Stable Horde - Detailed Review
Image Tools

Stable Horde - Product Overview
Introduction to Stable Horde
Stable Horde is an innovative AI platform that revolutionizes image and text generation through a unique crowdsourced distributed cluster model. This platform leverages a network of contributors, known as “the horde,” to provide high-quality digital content creation tools.Primary Function
The primary function of Stable Horde is to generate images and text using advanced AI algorithms, specifically models like Stable Diffusion and Stable Cascade. This allows users to produce a wide range of digital assets without the need for personal GPU resources.Target Audience
Stable Horde is aimed at a diverse group of users, including:- Content creators
- Developers
- Art directors
- Video game developers
- Digital artists
- Graphic designers
- Marketing managers
- Video producers
Key Features
Distributed AI Generation
Stable Horde uses a distributed network of workers to generate AI images and text, allowing for efficient and scalable content creation.Multiple Interfaces
The platform offers various user interfaces, including web, desktop, and mobile options, making it accessible across different platforms.Text and Image Generation
Users can generate high-quality images and text using the platform’s AI models. This includes capabilities for text-to-image generation and other text-based applications.Open API Access
Stable Horde provides comprehensive API documentation, enabling users to integrate the platform’s functionalities into their own projects.Community-Driven
The platform is built on a community-driven model, where users can contribute resources to the network and benefit from shared computing power. This includes a kudos system that fosters collaboration and active participation.Cross-Platform Compatibility
Stable Horde supports various platforms, including mobile apps and web interfaces, ensuring it can be integrated into different workflows.User Privacy and Security
The platform prioritizes user privacy and security, with a detailed privacy policy in place.Additional Benefits
- Scalability: Stable Horde can handle a large volume of requests efficiently, making it suitable for high-demand projects.
- Community Support: The platform encourages community contributions, whether through resource sharing or financial support, to ensure the service remains available and robust.
- Ease of Use: Despite its advanced features, Stable Horde is relatively easy to use, with an intuitive user interface that does not require technical knowledge.

Stable Horde - User Interface and Experience
User Interface of Stable Horde
The user interface of Stable Horde, a crowdsourced distributed cluster for image and text generation, is designed to be user-friendly and accessible to a wide range of users, including both technical and non-technical individuals.
Ease of Use
Stable Horde’s platform is easy to understand and use. Users can quickly create an account and obtain an API key, which is essential for accessing the service. The registration process is straightforward and can be completed in minutes.
Interface Layout
The interface is well-organized, with various features conveniently placed for easy access. Users can input precise instructions in the prompt section to guide the generation of their desired images. There are options to load styles, adjust generation settings such as width, height, and steps, and control batch sizes to produce multiple images at once.
Customization
Users have full control over the service’s features through the use of API keys. They can tweak their generations by modifying command-line arguments, allowing for significant customization. This includes adjusting settings for resolution, batch size, NSFW filters, and more. The platform also supports over 50 different Stable Diffusion models, providing a wide range of options for image generation.
Additional Features
Stable Horde offers several additional features that enhance the user experience. These include:
- A gallery to view, favorite, download, delete, and share generated images.
- The ability to reuse image settings for Text2Img or send back an image for Img2Img or inpainting.
- Batch selection to perform actions on multiple images simultaneously.
- Local storage of images through the browser.
- A dashboard displaying Stable Horde info, user statistics, and the ability to edit Stable Horde workers.
- A leaderboard to view user rankings and a news feed for updates.
Performance and Stability
The platform is optimized for performance and stability, ensuring high-quality image and text generation. It uses advanced AI tools like Stable Diffusion, which enhances the interactive and quality aspects of the generated content.
Cross-Platform Compatibility
Stable Horde is available on multiple platforms, including web, Android, iOS, Windows, and Linux. This makes it accessible to users across different devices, allowing them to generate images and text whenever and wherever they want.
Community and Support
The platform encourages community support and contributions. Users can donate their PC’s idle time to help others create AI art and accumulate “kudos” for contributing resources, which can be used to prioritize their requests. Support is available through documentation, community forums, and support email.
Overall, Stable Horde’s user interface is designed to be intuitive and easy to use, making it accessible to a broad audience while providing a rich set of features for customizing and generating high-quality images and text.

Stable Horde - Key Features and Functionality
Stable Horde Overview
Stable Horde, also known as AI Horde, is an innovative platform that leverages a crowdsourced, distributed cluster model for AI-driven image and text generation. Here are the main features and functionalities of Stable Horde in the image tools AI-driven product category:Image and Text Generation
Stable Horde supports various AI models, including Stable Diffusion and Stable Cascade, for generating high-quality images and text. This is achieved through a network of distributed workers, allowing users to access advanced generation tools without the need for personal GPU resources.Distributed AI Image Generation
The platform utilizes a crowdsourced cluster of workers to generate images efficiently and scalably. This model allows for the handling of a large volume of requests, making it suitable for both individual creators and large-scale projects.Stable Cascade and Image Variations
Stable Horde integrates Stable Cascade technology, which supports image variations and remix capabilities. This feature enables users to generate multiple versions of an image and remix existing images to create new ones.QR Code Generation
Users can generate QR codes using Stable Diffusion 1.5, adding an additional utility to the platform’s image generation capabilities.Text Generation Capabilities
In addition to image generation, Stable Horde excels in text generation, using a network of distributed workers to produce text at an average rate of 350.7 tokens per second. This has resulted in the generation of a total of 15.9 gigatokens and the fulfillment of about 87.6 million text requests.Multiple User Interfaces
The platform offers various user interfaces, including desktop, web, Android, and iOS applications. This cross-platform compatibility makes it easy for users to interact with the AI Horde’s image and text generation capabilities from different devices.API Access and Integration
Users can register for an API key to integrate Stable Horde’s functionalities into their own projects. The platform provides comprehensive documentation and SDKs for custom integrations, making it developer-friendly.Community-Driven Platform
Stable Horde operates on a community-driven model where users can contribute their CPU power to the network. Contributors accumulate “kudos” which can be used to prioritize their requests. This collaborative approach enhances the platform’s overall performance, speed, and reliability.Performance Statistics
The platform provides real-time performance statistics for both image and text generation. Users can view these statistics and other historical data through the Grafana interface, helping them monitor the platform’s efficiency and performance.Integration Options
Stable Horde can be integrated with various platforms and services, such as Google Drive, Slack, Trello, Zapier, and WordPress. These integrations allow users to automate tasks, receive notifications, and optimize their workflow seamlessly.Transparent Image Generation
To generate transparent images, users can utilize the SD Layer Diffuse technology by including the parameter `transparent: true` in their request payload. This feature is not available for the Img2Img tool within the platform.Priority System
The platform uses a priority system where registered users with API keys have higher priority over anonymous users. Anonymous users can still use the service with the API key ‘0000000000’, but they have the lowest priority during peak times.Conclusion
Overall, Stable Horde’s unique crowdsourced model and extensive features make it a valuable tool for content creators, developers, and artists looking to generate high-quality images and text without the need for expensive hardware.
Stable Horde - Performance and Accuracy
Performance
Stable Horde operates as a crowdsourced platform, leveraging the collective efforts of contributors to provide image and text generation services. Here are some performance highlights:Image Generation
- Image Generation: The platform uses Stable Cascade technology, enabling various image variations and remix options. It has achieved an average of 28.7 megapixel-steps per second, cumulatively producing 1680.6 terapixel-steps and fulfilling over 108.8 million image requests.
Text Generation
- Text Generation: Stable Horde also generates text at an average rate of 350.7 tokens per second, producing a total of 15.9 gigatokens and completing about 87.6 million text requests.
Accuracy
The accuracy of Stable Horde’s image and text generation is influenced by several factors:Crowdsourced Contributions
- Crowdsourced Contributions: The platform’s performance and accuracy are enhanced by the contributions of its users. However, the reliance on volunteer contributions can lead to variability in performance and responsiveness, depending on the current activity levels and worker availability.
User Ratings and Feedback
- User Ratings and Feedback: The platform benefits from user ratings, which help in training and improving the models. For example, a collaboration with LAION resulted in a significant number of image ratings, which is crucial for training models like Stable Diffusion.
Limitations
Despite its capabilities, Stable Horde has several limitations:Scalability and Reliability
- Scalability and Reliability: While the crowdsourced approach provides scalability, it also introduces variability in performance due to the availability of workers. This can affect the responsiveness of the service, especially during periods of high demand.
Generation Speed
- Generation Speed: The speed of image generation is unpredictable and depends on the number of workers in the cluster, the hardware they use, and the demand at the time. This can lead to slower generation times compared to dedicated, non-crowdsourced services.
Privacy
- Privacy: The privacy of prompts and generated images is limited, similar to generating content in a public Discord channel. Users should assume that their data is not private.
Access and Priority
- Access and Priority: Anonymous accounts receive the lowest priority during high demand periods. To get better service responsiveness, users need to obtain a unique API key and earn Kudos, which are part of the platform’s reward system.
Areas for Improvement
To improve performance and accuracy, Stable Horde could focus on the following areas:Consistent Worker Availability
- Consistent Worker Availability: Ensuring a consistent number of active workers can help stabilize the generation speed and overall performance.
Enhanced User Feedback Mechanisms
- Enhanced User Feedback Mechanisms: Implementing more robust feedback systems can help in continuously improving the models based on user ratings and feedback.
Privacy Enhancements
- Privacy Enhancements: Addressing privacy concerns by providing more secure and private generation options could attract more users who value data privacy.

Stable Horde - Pricing and Plans
Pricing Structure Overview
The pricing structure for Stable Horde, particularly in the context of its AI-driven image tools, is not explicitly detailed in the sources provided. Here are some key points that can be gathered:Basic Usage and Free Access
Stable Horde offers a crowdsourced platform where users can generate images, produce text, and create other digital assets without the need for personal GPU resources. The platform is free to use, leveraging a distributed network of workers to provide access to AI models like Stable Diffusion and Stable Cascade.Features Available
Image Generation
Users can create and modify images using Stable Diffusion.Text Generation
Generate text using a network of distributed workers.Multi Model and Multi Sampler
Utilize multiple models and samplers to generate unique imagery.Advanced and User-friendly Options
Features include load history, hi-res fix, seed sampler, and more.Priority and Resource Allocation
While the sources do not specify different pricing tiers, they mention that the platform operates on a priority basis. For example, “Basic usage” is noted as having the “lowest priority,” but there is no detailed breakdown of what this entails in terms of cost or additional features.Community-Driven Model
Stable Horde is a community-driven platform where users can contribute resources to the network and benefit from shared computing power. This model allows for efficient and scalable image creation without direct costs to the users, but it does not provide a clear pricing structure for different levels of service.Conclusion
In summary, while Stable Horde offers a range of features and tools for image generation and other AI applications, the specific pricing tiers and plans are not clearly outlined in the available sources. The platform is generally free to use, relying on a crowdsourced model to provide access to AI resources.
Stable Horde - Integration and Compatibility
Stable Horde Overview
Stable Horde, a crowdsourced distributed cluster for image and text generation, offers extensive integration and compatibility features that make it versatile and accessible across various platforms and devices.Cross-Platform Compatibility
Stable Horde is compatible with multiple operating systems, including Windows, macOS, Android, and iOS. This cross-platform compatibility allows users to generate images and text on different devices, ensuring flexibility and convenience. For instance, users can download and use Stable Horde on both Android and iOS devices, enabling image and text generation on the go.Integrations with Other Tools
The platform is designed to integrate seamlessly with a variety of tools and services. Here are some notable integrations:Google Drive
Stable Horde can be integrated with Google Drive, allowing users to upload and access their documents directly from the cloud. This integration eliminates the need for manual file transfers and enhances workflow efficiency.Custom Integrations
The platform provides comprehensive documentation and SDKs for developers to create custom integrations. This flexibility is particularly useful for developers who need to incorporate Stable Horde into their specific workflows or applications.Community Contributions
Stable Horde benefits from community contributions, with users able to integrate official tools and additional features contributed by the community. This collaborative approach ensures a rich set of functionalities and continuous improvement.Compatibility with Different GPUs
The Stable Diffusion Web UI, which is part of Stable Horde, is compatible with different GPUs. While the generation time may vary depending on the GPU capabilities, the platform is designed to work efficiently across various hardware configurations.Ease of Use and Setup
Despite its advanced features, Stable Horde is relatively easy to set up and use. Users can create an account quickly and start accessing the service instantly. The platform’s user interface is well-organized, making it easy for users to access various features and tools.Community and Volunteer Resources
Stable Horde relies on a community of volunteers who contribute their resources to the platform. This model allows for a distributed cluster of workers, which can handle a large volume of requests efficiently. Users can join the horde by registering on the platform and obtaining their API keys, contributing to the overall performance and stability of the service.Conclusion
In summary, Stable Horde’s integration capabilities and cross-platform compatibility make it a highly versatile tool for image and text generation, suitable for a wide range of users from developers to content creators.
Stable Horde - Customer Support and Resources
Stable Horde Overview
Stable Horde, an AI platform for image and text generation, offers several support options and resources to its users, fostering a community-driven approach.Community Support
Stable Horde relies heavily on its community for support. The platform is maintained and supported by a volunteer community of workers, known as “the horde.” This community includes developers, content creators, and users who contribute their resources and time to ensure the platform’s functionality and growth. Users can engage with this community through channels like Discord, where they can find tutorials, guides, and support from other members.Documentation and Guides
The platform provides comprehensive documentation and guides to help users get started and enhance their skills. These resources include detailed instructions on how to use the AI tools, integrate them into various projects, and tweak command-line arguments for customized generations.Open API Access
Stable Horde offers open API access, allowing users to integrate the platform’s functionalities into their own projects. This feature is supported by comprehensive API documentation, making it easier for developers to customize and use the AI tools within their workflows.Cross-Platform Compatibility
The platform supports various interfaces, including web, desktop, and mobile, ensuring that users can access and use the AI tools across different platforms. This cross-platform compatibility makes it convenient for a wide range of users, from content creators to developers.Priority System and Resource Contribution
While the platform is free and open-source, it operates on a priority system. Anonymous users may experience longer wait times due to lower priority, but registered users and contributors can enjoy faster access. The platform encourages users to contribute resources, either by integrating their own workers or providing financial support, to help maintain and improve the service.Privacy and Security
Stable Horde prioritizes user privacy and has a detailed privacy policy outlining how personal information is collected, used, and secured. This ensures that users’ data is protected while using the platform.Recognition and Community Engagement
The platform recognizes and rewards significant contributors through a kudos system, fostering a sense of community and encouraging active participation. This community-centric approach helps in maintaining a collaborative and supportive environment for all users.Conclusion
By leveraging these resources and support mechanisms, Stable Horde creates an inclusive and supportive ecosystem for its users, ensuring they can effectively utilize the AI tools for their creative and technical projects.
Stable Horde - Pros and Cons
Advantages of Stable Horde
Stable Horde offers several significant advantages, making it a valuable tool for image and text generation:
Scalability
The platform handles a large volume of requests efficiently due to its crowdsourced distributed cluster model, which leverages the collective resources of its contributors.
Developer-Friendly
Stable Horde provides comprehensive documentation and SDKs, making it easy for developers to integrate the service into their applications. It also supports various platforms, including mobile apps and web interfaces.
Community-Driven
The AI Horde model fosters collaboration and active participation through a kudos system, encouraging contributors to engage and improve the service. This community-centric approach ensures a robust and innovative service.
High-Quality Content
The platform utilizes advanced AI algorithms, such as Stable Cascade for image generation, and achieves high performance metrics, including generating images at 28.7 megapixel-steps per second and text at 350.7 tokens per second.
User-Friendly Interfaces
Stable Horde offers easy-to-use interfaces, including web and mobile apps, and various web UIs for text services. This makes it accessible for a wide range of users, from developers to content creators.
Free and Open-Source
The platform is entirely free and open-source, relying on volunteer resources, which makes the image and text generation process seamless and cost-effective.
Disadvantages of Stable Horde
Despite its advantages, Stable Horde also has some notable limitations:
Resource Dependence
The platform relies heavily on volunteer resources, which can lead to variability in performance and responsiveness, especially during peak times. This reliance on volunteers can affect scalability and reliability.
Priority System
Anonymous users may experience longer wait times due to lower priority, which can be a drawback for those who need immediate access. To gain higher priority, users need to obtain a unique API key and earn Kudos.
Complex Setup for New Users
While the platform is user-friendly for many, it can be intimidating for non-technical users due to its various tools and integration options.
Age Restriction
Stable Horde restricts usage to individuals aged 13 and above, which may limit access for younger users.
Performance Variability
The crowdsourced nature of the platform means that performance can vary depending on the current activity levels and worker availability, which might impact the consistency of service quality.
Overall, Stable Horde offers a unique and powerful solution for image and text generation, but users should be aware of its potential limitations, particularly those related to resource availability and priority access.

Stable Horde - Comparison with Competitors
Unique Features of Stable Horde
- Crowdsourced Model: Stable Horde stands out with its crowdsourced approach, leveraging a distributed network of workers to provide access to high-quality AI generation tools without the need for personal GPU hardware. This model allows content creators, developers, and artists to tap into shared computing resources, making AI-driven projects more affordable and accessible.
- Multiple AI Models: Stable Horde supports various AI models, including Stable Diffusion and Stable Cascade, offering a wide range of generation tools for different needs.
- Community-Driven: The platform fosters a collaborative ecosystem where users can contribute resources to the network and benefit from shared computing power. This community-centric approach includes features like real-time performance stats and a kudos system to encourage participation.
- Cross-Platform Compatibility: Stable Horde offers multiple user interfaces, including web, desktop, and mobile, making it versatile for different users. Additionally, it provides open API access for integrating its functionalities into other projects.
Alternatives and Comparisons
Midjourney
- High-Resolution Images: Midjourney is known for generating high-resolution images, particularly photorealistic ones. However, it has long loading times and no longer offers free images.
- Contrast to Stable Horde: Unlike Stable Horde, Midjourney does not rely on a crowdsourced model and requires more traditional hardware resources.
Dreamstudio
- Prompt Adherence: Dreamstudio is praised for following prompts accurately. It offers 100 free credits, which can generate up to 500 images.
- Contrast to Stable Horde: Dreamstudio does not have the same community-driven and crowdsourced approach as Stable Horde. It is more of a traditional cloud-based service.
Adobe Firefly
- Unique Features: Adobe Firefly offers unique features like camera angle adjustments and deep customizations. It provides 100 monthly generative credits.
- Contrast to Stable Horde: Adobe Firefly is a more centralized service and does not leverage a crowdsourced model. It is integrated with Adobe’s ecosystem, offering different tools and features compared to Stable Horde.
Leonardo.AI
- Photorealistic Images: Leonardo.AI generates photorealistic images using its fine-tuned PhotoReal model. It offers a generous free trial with 150 free tokens and a user-friendly interface.
- Contrast to Stable Horde: Leonardo.AI focuses on individual user experience and control, unlike Stable Horde’s community-driven approach. It also does not rely on crowdsourced computing power.
Potential Drawbacks and Considerations
- Resource Dependence: Stable Horde’s reliance on volunteer resources can affect its scalability during peak times, potentially leading to longer wait times for anonymous users.
- Complex Setup: The platform may be intimidating for non-technical users due to its various tools and integration options.
Conclusion
Stable Horde’s unique crowdsourced model and community-driven approach set it apart from other AI image generators. While it offers significant benefits in terms of accessibility and cost, users should consider the potential drawbacks related to resource dependence and complexity. For those seeking more centralized and user-controlled experiences, alternatives like Midjourney, Dreamstudio, Adobe Firefly, or Leonardo.AI might be more suitable.
Stable Horde - Frequently Asked Questions
Here are some frequently asked questions about Stable Horde, along with detailed responses to each:
What is Stable Horde?
Stable Horde is a crowdsourced AI platform that generates images, produces text, and creates QR codes. It utilizes a distributed network of workers to offer multiple AI models, such as Stable Diffusion and Stable Cascade, helping content creators, developers, and artists produce digital assets without the need for personal GPU hardware.
How does Stable Horde work?
Stable Horde operates as a crowdsourced, distributed cluster of AI workers. Users can contribute their idle PC resources to the network, which are then used to generate images and text. This collaborative approach allows users to access high-quality AI generation tools without needing expensive hardware.
Is Stable Horde free to use?
Yes, Stable Horde is a free service. It does not involve tokens, ads, or any hidden costs. Users can join the horde to contribute their CPU power and benefit from the shared computing resources without any financial obligations.
What are the key features of Stable Horde?
- Image and Text Generation: Supports various AI models for generating images and text.
- QR Code Generation: Users can generate QR codes using Stable Diffusion 1.5.
- Multiple Interfaces: Offers web, desktop, Android, and iOS interfaces for interacting with the AI tools.
- Open API Access: Users can integrate AI Horde’s functionalities into their own projects using the provided API documentation.
- Community-Driven: Users can contribute resources to the network and benefit from shared computing power.
How does the Kudos system work in Stable Horde?
The Kudos system is used to prioritize requests based on the contribution of resources. Users accumulate kudos by contributing their PC’s idle time. The kudos cost reflects the amount of processing required to generate an image or text, with a baseline cost and additional taxes for infrastructure and specific request settings.
Why should I use Stable Horde instead of my local PC?
Using Stable Horde avoids the need for a powerful GPU on your local PC. It also simplifies the setup process, as it provides no-install clients and browser clients that can be used even on mobile devices. This makes advanced AI accessible without the complexity and capital costs associated with setting up a local server infrastructure.
Can I run my own private Stable Horde?
Yes, you can run your own private horde. The software is open-source under the AGPL3 license, allowing you to use, modify, and share it. However, you will need to maintain your own workers, as hordes do not share workers with each other.
How does Stable Horde handle data privacy?
Stable Horde is explicit about how costs are crowdsourced and does not use user data for advertisements or data brokering. Unlike some free services that may obscure how they use user prompts and results, Stable Horde maintains transparency in its operations.
Are there any restrictions on building paid services using Stable Horde?
Yes, there are restrictions. Due to the voluntary nature of the AI Horde, you must give back to the AI horde at least as much as you take out to make a profit. This ensures the sustainability of the community-driven platform.
What kind of users can benefit from Stable Horde?
Stable Horde is beneficial for a wide range of users, including marketing managers, web designers, art directors, video game developers, content creators, video producers, digital artists, and graphic designers. It helps these professionals generate digital assets efficiently and affordably.

Stable Horde - Conclusion and Recommendation
Final Assessment of Stable Horde
Stable Horde is a unique and innovative platform in the AI-driven image and text generation category, primarily distinguished by its crowdsourced and distributed cluster approach. Here’s a breakdown of its key features and who would benefit most from using it:Key Features
- Image and Text Generation: Stable Horde supports various AI models, including Stable Diffusion and Stable Cascade, allowing users to generate high-quality images and text without the need for personal GPU resources.
- Crowdsourced Distributed Cluster: The platform relies on a network of volunteer workers, enabling efficient and scalable generation of AI images and text. Users can even convert their own PCs into workers to contribute to the network.
- Multiple Interfaces and Integrations: Users can interact with the platform through various web, desktop, and mobile interfaces, and there are also plugins and bots available for integration with platforms like GIMP and Discord.
- API Access: Registered users can obtain an API key to integrate AI Horde’s functionalities into their own projects, with anonymous users having lower priority access.
- Performance Stats and Community: The platform provides real-time performance stats and fosters a community-driven ecosystem where users can contribute resources and benefit from shared computing power.
Who Would Benefit Most
Stable Horde is particularly beneficial for:- Content Creators: Artists, writers, and other content creators who need high-quality images and text without the financial burden of owning expensive hardware.
- Developers: Web designers, video game developers, and other tech professionals who can leverage the platform’s AI capabilities for their projects.
- Marketing and Media Professionals: Marketing managers, video producers, and digital artists who require quick and efficient generation of digital assets.