Best Shumai (Meta) Alternative in 2024

Looking for the best Shumai (Meta) alternatives in 2024? Check out our curated list of top AI tools better than Shumai (Meta)

Table of Contents

What's Shumai (Meta)?

Shumai (Meta)

https://github.com/facebookresearch/shumai

Shumai (Meta) is a fast, network-connected, differentiable tensor library for TypeScript (and JavaScript). It is built with Bun + Flashlight and is designed for software engineers and researchers alike.

Features of Shumai (Meta)

Fast Differentiable Tensor Library in JavaScript and TypeScript with Bun + Flashlight

Supported on macOS and Linux

Leverages GPU and CPU acceleration with ArrayFire

Seamless conversion between JavaScript native arrays and tensors

Automatic gradient computation with backpropagation

Detailed performance statistics and logging

Extensible to support other tensor backends

Use Cases of Shumai (Meta)

  • #1

    Accelerate machine learning and deep learning model training and inference on the web with a high-performance tensor library

  • #2

    Integrate advanced tensor operations and automatic differentiation capabilities into web applications and services

  • #3

    Leverage the power of GPUs and other hardware accelerators for numerical computations in JavaScript/TypeScript

  • #4

    Easily convert and work with NumPy-style tensors in web-based data processing and analysis pipelines

Pros and Cons of Shumai (Meta)

Fast Differentiable Tensor Library: Shumai is a fast, network-connected, differentiable tensor library for TypeScript and JavaScript, built with Bun + Flashlight. It provides a high-performance tensor computation environment for software engineers and researchers.

GPU Acceleration: Shumai is designed to leverage GPU acceleration for efficient tensor operations, making it suitable for training and deploying machine learning models.

Seamless Integration with JavaScript Ecosystem: As a JavaScript library, Shumai integrates seamlessly with the vast JavaScript ecosystem, allowing developers to leverage existing tools and libraries for building applications.

Flexible Tensor Operations: Shumai supports a wide range of tensor operations, including basic arithmetic, linear algebra, and neural network primitives, providing a flexible and expressive API for tensor computation.

Gradient Tracking: Shumai supports automatic gradient tracking, enabling efficient backpropagation and optimization of machine learning models.

Experimental Software: Shumai is currently marked as experimental software, which means it may have bugs, incomplete features, or breaking changes in future releases.

Limited Platform Support: Shumai currently only supports macOS and Linux, with no official Windows support. This may limit its adoption in certain environments.

Dependency on Bun and ArrayFire: Shumai relies on Bun, a fast JavaScript runtime, and ArrayFire, a GPU-accelerated tensor library, which may introduce additional complexity in the installation and setup process.

Performance Optimization Needed: While Shumai claims to provide high-performance tensor computations, there may be areas where performance optimization is still required, especially for larger-scale tensor operations.

Lack of Mature Ecosystem: As a relatively new library, Shumai may not have the same level of community support, documentation, and third-party integrations as more established tensor libraries in the JavaScript ecosystem.

Pricing of Shumai (Meta)

Free

$0


  • Unlimited public/private repositories

  • Automatic security and version updates

  • 2,000 CI/CD minutes/month

  • 500MB of Packages storage

  • Issues & Projects

  • Community support

Team

$4


  • Access to GitHub Codespaces

  • Protected branches

  • Multiple reviewers in pull requests

  • Draft pull requests

  • Code owners

  • Required reviewers

  • Pages and Wikis

  • Environment deployment branches and secrets

  • 3,000 CI/CD minutes/month

  • 2GB of Packages storage

  • Web-based support

Enterprise

$21


  • Enterprise Managed Users

  • User provisioning through SCIM

  • Enterprise Account to centrally manage multiple organizations

  • Environment protection rules

  • Repository rules

  • Audit Log API

  • SOC1, SOC2, type 2 reports annually

  • FedRAMP Tailored Authority to Operate (ATO)

  • SAML single sign-on

  • Advanced auditing

  • GitHub Connect

  • 50,000 CI/CD minutes/month

  • 50GB of Packages storage


Notion AI

https://www.notion.so/

Notion AI is an all-in-one workspace that combines documents, wikis, projects, and calendars, powered by AI to help users easily find information, manage tasks, and collaborate effectively.

Pros and Cons of Notion AI

Powerful Building Blocks: Notion adapts to your needs. It can be as minimalist or as detailed as you require.

All Teams - Side by Side: Notion brings together different teams like Engineering, Design, Product, Marketing, Operations, and HR, allowing for seamless collaboration.

Vibrant Community: Notion has an active community that produces content, offers courses, and hosts events around the world, with over 1 million members, 150+ community groups, and representation from 50+ countries.

Endless Possibilities: Notion offers a wide range of templates and use cases, allowing you to explore and customize the platform to fit your specific needs.

Free Trial: Notion offers a free trial, allowing you to thoroughly test and explore the platform before committing to a paid plan.

Steep Learning Curve: Notion can have a steep learning curve, especially for users who are not familiar with similar productivity tools or the concept of a "workspace-based" approach.

Limited Integrations: While Notion offers some integrations, the selection may be more limited compared to other productivity platforms, which could be a drawback for users with specific tool requirements.

Potential Performance Issues: Notion, being a web-based application, may experience performance issues or slowdowns, especially for users with large workspaces or complex setups.

Subscription-based Pricing: Notion operates on a subscription-based model, which may not be suitable for users who prefer a one-time purchase or have limited budgets.

Pros and Cons of Notion AI

Free

Unbegrenzte Blöcke für Einzelpersonen. Testversion mit begrenzten Blöcken für Teams

Plus

8 $ pro Benutzer/-in / Monat, jährliche Abrechnung

Plus

10 $, monatliche Abrechnung

Business

15 $ pro Benutzer/-in / Monat, jährliche Abrechnung

Business

18 $, monatliche Abrechnung

Enterprise

Preise vom Vertriebsteam erfragen

Claude 2

https://claude.ai/

Claude 2 is a next-generation AI assistant designed for work, offering safe, accurate, and secure capabilities to help users enhance their productivity and efficiency.

Pros and Cons of Claude 2

Next Generation AI Assistant

Claude is a powerful AI assistant built for work, trained to be safe, accurate, and secure.

Versatile Capabilities

Claude can assist with a wide range of tasks, from writing and research to analysis and problem-solving.

Secure and Reliable

Claude is designed with a focus on security and privacy, ensuring your data and information are protected.

Limited Access for Unpaid Users

The platform is currently in open beta, and usage may be limited for unpaid users.

Potential Learning Curve

As a next-generation AI assistant, Claude may require some time and effort to learn and integrate into your workflow.

Ongoing Costs

While the platform may offer free or low-cost options, continued usage may incur subscription or usage-based fees.

CodeGeeX

https://huggingface.co/spaces/THUDM/CodeGeeX

CodeGeeX is a SaaS platform that provides web development and hosting services for businesses, enabling them to build and launch websites effortlessly.

Pros and Cons of CodeGeeX

Easy to Use: CodeGeeX provides a user-friendly interface, making it simple for developers to create and manage their web applications.

Scalable Infrastructure: The platform offers a scalable infrastructure that can handle increasing traffic and usage without compromising performance.

Seamless Deployment: CodeGeeX streamlines the deployment process, allowing developers to quickly and efficiently push their applications live.

Comprehensive Analytics: The platform provides comprehensive analytics, giving developers valuable insights into their application's performance and user engagement.

Limited Customization: While CodeGeeX offers a range of features, the platform's customization options may be limited, potentially restricting the ability to tailor the application to specific needs.

Dependency on Platform: By using CodeGeeX, developers become dependent on the platform, which could potentially limit their flexibility and portability if they decide to migrate to a different solution in the future.

Potential Performance Bottlenecks: Depending on the complexity of the application and the usage patterns, there is a risk of performance bottlenecks, especially during periods of high traffic or resource-intensive operations.

Pricing Concerns: The pricing structure of CodeGeeX may not align with the budgetary requirements of all businesses, potentially making it less accessible to smaller or resource-constrained organizations.

Pros and Cons of CodeGeeX

Forever Free

Free


  • Host unlimited models, datasets, and Spaces

  • Create unlimited orgs and private repos

  • Access the latest ML tools and open source

  • Community support

Pro Account

$9/month


  • Get a PRO badge on your profile

  • Early access to upcoming features

  • Dataset Viewer for private datasets

  • Unlock Inference for PROs

Enterprise Hub

$20 per user per month


  • SSO and SAML support

  • Select data location with Storage Regions

  • Precise actions reviews with Audit logs

  • Granular access control with Resource groups

  • Dataset Viewer for private datasets

  • Advanced compute options for Spaces

  • Deploy Inference on your own Infra

  • Managed billing with yearly commits

  • Priority support

Spaces Hardware

Starting at $0/hour


  • Free CPUs

  • Build more advanced Spaces

  • 7 optimized hardware available

  • From CPU to GPU to Accelerators

Inference Endpoints

Starting at $0.032/hour


  • Deploy dedicated Endpoints in seconds

  • Keep your costs low

  • Fully-managed autoscaling

  • Enterprise security

Hugging Chat

https://huggingface.co/chat

HuggingChat is a platform that makes the community's best AI chat models available to everyone, allowing them to engage in various tasks such as writing emails, coding games, and completing other activities. The platform provides access to the CohereForAI/c4ai-command-r-plus model, which can be used to generate content, while also acknowledging the potential for inaccuracies or falsehoods in the generated output.

Pros and Cons of Hugging Chat

Wide Range of AI Models: HuggingChat provides access to a variety of state-of-the-art AI models, allowing users to choose the one that best suits their needs.

Ease of Use: The platform offers a user-friendly interface, making it accessible for both technical and non-technical users.

Community-Driven: HuggingChat is powered by the Hugging Face community, ensuring that the models are continuously updated and improved.

Versatile Applications: The platform can be used for a wide range of tasks, such as writing emails, coding, and task assistance.

Potential Inaccuracies: The generated content may be inaccurate or false, as AI models can sometimes produce biased or misleading information.

Limited Control: Users have limited control over the AI models and may not be able to fully customize the output to their specific needs.

Dependency on Internet Connection: The platform requires an active internet connection to function, which may be a limitation for users in certain locations or with unreliable internet access.

Ethical Concerns: The use of AI models for high-stakes decisions or advice may raise ethical concerns, and users should exercise caution when relying on the platform for such purposes.

Pros and Cons of Hugging Chat

Hobby

Free

Pro Account

$9/month


  • Get a Pro badge on your profile

  • Get early access to upcoming features: Social Posts, Dev Mode, new compute options, etc.

  • Dataset Viewer for private datasets

  • Unlock Inference for PROs

Enterprise Hub

$20 per user per month


  • SSO and SAML support

  • Select data location with Storage Regions

  • Precise actions reviews with Audit logs

  • Granular access control with Resource groups

  • Dataset Viewer for private datasets

  • Advanced compute options for Spaces

  • Deploy Inference on your own Infra

  • Managed billing with yearly commits

  • Priority support

Hugging Face

https://huggingface.co/

Hugging Face is the AI community platform where machine learning models, datasets, and applications are collaboratively built and shared. It provides a centralized platform for the AI community to discover, develop, and deploy state-of-the-art models across various domains like natural language processing, computer vision, and audio generation.

Pros and Cons of Hugging Face

Extensive Model Library: Hugging Face provides access to a vast collection of pre-trained models, including state-of-the-art models for various AI tasks such as natural language processing, computer vision, and audio generation.

Collaborative Platform: Hugging Face is a platform that enables the machine learning community to collaborate on models, datasets, and applications, fostering innovation and knowledge sharing.

Open-Source Ecosystem: Hugging Face actively contributes to the open-source machine learning ecosystem, providing several popular libraries and tools like Transformers, Diffusers, and Tokenizers, which are widely used by the community.

Compute and Enterprise Solutions: Hugging Face offers paid compute resources and enterprise-grade solutions, making it easier for businesses and organizations to deploy and scale their AI applications.

Diverse Application Support: Hugging Face supports a wide range of AI modalities, including text, image, video, audio, and even 3D, allowing users to explore and build applications across various domains.

Potential Vendor Lock-in: By relying heavily on Hugging Face's platform and services, users may face the risk of vendor lock-in, which could limit their flexibility and ability to migrate to other platforms in the future.

Complexity for Beginners: The extensive range of features and tools offered by Hugging Face may be overwhelming for beginners, requiring a steeper learning curve to fully leverage the platform's capabilities.

Dependency on Community: The success and growth of Hugging Face are closely tied to the active participation and contributions of the machine learning community. A decline in community engagement could impact the platform's long-term viability and development.

Potential Performance Limitations: While Hugging Face provides access to powerful AI models, users may encounter performance limitations, especially when working with large-scale models or computationally intensive tasks, which may require additional resources or optimizations.

Pricing Considerations: The paid compute and enterprise solutions offered by Hugging Face may be cost-prohibitive for some users or small organizations, potentially limiting their ability to leverage the platform's advanced features and capabilities.

Pros and Cons of Hugging Face

Hobby

Forever Free

Pro Account

$9/month


  • Get a PRO badge on your profile

  • Early access to upcoming features

  • Dataset Viewer for private datasets

  • Unlock Inference for PROs

Enterprise Hub

$20 per user per month


  • SSO and SAML support

  • Select data location with Storage Regions

  • Precise actions reviews with Audit logs

  • Granular access control with Resource groups

  • Dataset Viewer for private datasets

  • Advanced compute options for Spaces

  • Deploy Inference on your own Infra

  • Managed billing with yearly commits

  • Priority support

Undetectable.ai

https://undetectable.ai/

Undetectable.ai is an AI-powered platform that helps businesses detect and mitigate undetectable threats, ensuring robust cybersecurity measures.

Pros and Cons of Undetectable.ai

Undetectable AI: Undetectable.ai is a powerful AI-driven tool that can help you stay under the radar and avoid detection by various online monitoring systems.

Increased Privacy: The tool promises to keep your online activities private and secure, ensuring that your sensitive information is protected from prying eyes.

Versatile Applications: Undetectable.ai can be used for a variety of purposes, such as bypassing content restrictions, accessing geo-blocked content, and evading online tracking.

User-Friendly Interface: The website suggests that the tool is easy to use and requires minimal technical expertise, making it accessible to a wide range of users.

Potential Legal Concerns: Depending on the intended use, the use of Undetectable.ai may raise legal concerns or be considered a violation of terms of service for certain online platforms.

Reliability and Consistency: The website does not provide detailed information about the tool's performance, reliability, or consistency in avoiding detection, which could be a concern for users.

Limited Transparency: The website does not offer much information about the underlying technology or the development team behind Undetectable.ai, which could raise questions about the tool's trustworthiness.

Lack of Customer Support: The website does not mention any customer support or troubleshooting resources, which could be a problem if users encounter issues or have questions about the tool.

Pros and Cons of Undetectable.ai

Hobby

$20

Pro

$50

Business

$100

Sider AI extension

https://sider.ai/ad-land-redirect

Sider AI extension is a Chrome extension that integrates ChatGPT, GPT-4, Claude 3, and Gemini 1.5 into your web browser, allowing you to access advanced AI capabilities directly within your existing workflows and tools.

Pros and Cons of Sider AI extension

Seamless Integration: Sider seamlessly integrates ChatGPT and other AI assistants into your existing workflow, providing a one-stop-shop for all your AI needs.

Expanded AI Capabilities: Sider supports a wide range of AI models, including ChatGPT 3.5, GPT-4, Claude 3, and Gemini 1.5, giving you access to diverse AI capabilities.

In-Context Assistance: Sider offers in-context assistance, allowing you to leverage the power of ChatGPT and other AIs directly within the platform or web page you're working on.

Real-Time Web Access: Sider provides real-time web access, ensuring you have the latest information at your fingertips to complement the AI responses.

Prompt Management: Sider's Prompt Library feature allows you to create, save, and easily access custom prompts, streamlining your AI interactions.

Multitasking Made Easy: Sider's ChatGPT Sidebar enables you to use ChatGPT without having to toggle between tabs, making multitasking a breeze.

Multi-AI Collaboration: Sider's Group Chat feature allows you to bounce questions off different AI models and compare their responses in real-time, providing a more comprehensive understanding.

Extensive Feature Set: Sider offers a wide range of features, including writing assistance, reading assistance, website enhancements, and AI artistry, catering to diverse user needs.

Potential Privacy Concerns: As Sider integrates with various AI models, users may have concerns about data privacy and the handling of sensitive information.

Subscription-Based Model: Sider operates on a subscription-based model, which may not be suitable for users who prefer a one-time purchase or free-to-use options.

Dependence on External AI Models: Sider's functionality is heavily reliant on the performance and availability of the underlying AI models, which may be subject to limitations or changes beyond the control of the Sider team.

Learning Curve: Sider's extensive feature set may require some time and effort for users to fully understand and utilize all the available capabilities, potentially presenting a steeper learning curve.

Prompts

https://wandb.ai/

Prompts is an AI developer platform that provides tools and solutions for building, fine-tuning, and deploying machine learning models and generative AI applications. It offers capabilities like experiment tracking, hyperparameter optimization, model management, workflow automation, and monitoring and debugging for large language models.

Pros and Cons of Prompts

Comprehensive AI Developer Platform: Weights & Biases provides a complete suite of tools for the entire AI development lifecycle, including model building, experimentation, hyperparameter optimization, model registry, workflow automation, and more.

Unified System of Record: Weights & Biases acts as a central hub for all your AI projects, helping you track, visualize, and manage your entire ML workflow in one place.

Supports LLM and GenAI Development: In addition to traditional ML models, Weights & Biases also offers specialized solutions for developing and deploying large language models (LLMs) and generative AI applications.

Trusted by Leading AI Teams: The platform is used by some of the world's most prominent AI companies and researchers, indicating its reliability and robustness.

Robust Evaluation and Monitoring: Weights & Biases provides advanced tools for rigorously evaluating the performance and behavior of your AI models, including LLMs and GenAI applications.

Complexity: With its wide range of features and capabilities, Weights & Biases may have a steeper learning curve for users, especially those new to the AI development process.

Potential Lock-in: By using Weights & Biases as a central platform for your AI projects, you may become reliant on their ecosystem, making it more difficult to migrate to other tools or platforms in the future.

Pricing: As a comprehensive enterprise-level platform, Weights & Biases may be more expensive compared to some individual or open-source tools, potentially pricing out smaller teams or individual developers.

Limited Customization: While Weights & Biases offers a wide range of features, users may have limited ability to customize or extend the platform to fit their specific needs or workflows.

EasySBC

https://easysbc.io/

EasySBC is a cloud-based SaaS platform that simplifies the management and deployment of Session Border Controllers (SBCs) for businesses, enabling seamless and secure communication across various devices and networks.

Pros and Cons of EasySBC

Easy to Use: EasySBC offers a user-friendly interface, making it accessible for businesses of all sizes to manage their SBC (Session Border Controller) effectively.

Scalable Solution: The platform can accommodate the growing needs of your business, allowing you to scale up or down as required.

Reliable Performance: EasySBC is built on a robust infrastructure, ensuring reliable and consistent performance for your communications.

Comprehensive Features: The platform provides a wide range of features, including call management, SIP trunk integration, and real-time analytics, catering to the diverse needs of modern businesses.

Limited Customization: While EasySBC offers a comprehensive set of features, the level of customization available may be limited, which could be a disadvantage for businesses with unique requirements.

Potential Learning Curve: The platform's advanced features may require some initial training or learning for users who are not familiar with SBC technology.

Dependency on Internet Connectivity: As EasySBC is a cloud-based solution, the performance and availability of the platform are dependent on the reliability of the internet connection, which could be a concern for businesses in areas with unstable internet infrastructure.

Pricing Concerns: Depending on the specific pricing model and the scale of your business, the cost of using EasySBC may be a consideration for some organizations, especially smaller businesses with limited budgets.

Pros and Cons of EasySBC

Hobby

$20

Professional

$50

Enterprise

$100

Jenni

https://jenni.ai/

Jenni is a SAAS business that provides a web-based platform for managing and optimizing supply chain operations.

Pros and Cons of Jenni

Easy to Use: Jenni offers a user-friendly interface that makes it simple for users to navigate and manage their tasks and projects.

Collaboration Features: Jenni allows for seamless collaboration between team members, enabling real-time updates and effective communication.

Customizable Workflows: Jenni provides the ability to customize workflows and processes to fit the specific needs of your business.

Integrations: Jenni integrates with a variety of popular productivity and communication tools, allowing you to streamline your workflow.

Robust Reporting: Jenni offers comprehensive reporting features that provide valuable insights into your team's productivity and project progress.

Limited Free Plan: Jenni's free plan may have limited features and functionality, which could be a drawback for some users.

Potential Learning Curve: Depending on the user's familiarity with project management tools, there may be a learning curve associated with Jenni's features and functionality.

Pricing Concerns: Jenni's pricing structure may not fit the budget of all businesses, particularly smaller or startup organizations.

Dependency on Connectivity: Jenni, being a cloud-based solution, may be dependent on a stable internet connection, which could be a concern for users in areas with unreliable internet access.

Customization Limitations: While Jenni offers customization options, some users may find that the level of customization is not as extensive as they would like.

Pros and Cons of Jenni

Free

$0


  • 200 AI words per day

  • Unlimited PDF uploads

  • AI Autocomplete

  • Journal & web citations

  • AI editing commands

Unlimited

$20


  • Unlimited AI words 🚀

  • AI Autocomplete

  • Unlimited PDF uploads

  • Journal & web citations

  • AI editing commands

  • Priority support

  • Access to latest features

Conclusion

Conclusion In this post, we've explored the top alternatives to Shumai (Meta): Notion AI, Claude 2, CodeGeeX, Hugging Chat, Hugging Face, Undetectable.ai, Sider AI extension, Prompts, EasySBC, Jenni. Each offers unique features and advantages catering to different business needs and priorities. When choosing the best alternative, consider your specific requirements, budget, ease of implementation, and customer support expectations. Explore these alternatives further, take advantage of trials or demos, and evaluate how each aligns with your goals and strategies. The right choice depends on your unique needs and priorities. By carefully assessing your requirements, you'll find the perfect Shumai (Meta) alternative to support your growth and objectives.


Shumai (Meta) Frequently Asked Questions