Together AI is a cloud-based platform designed to facilitate the rapid development and deployment of generative AI models. It aims to make AI accessible and efficient through a comprehensive suite of tools and services. The platform is particularly known for its cost-effectiveness and scalability, supporting a wide range of applications in various sectors. Together AI provides access to over 100 open-source AI models and offers customizable GPU clusters, which are essential for high-performance computing needs. One of its standout features is the high-performance inference engine, which delivers up to four times faster inference speeds compared to competing platforms. This is crucial for applications that demand real-time data processing and quick decision-making.
Users can create custom AI models from scratch using Together Custom Models, which include advanced optimizations like FlashAttention-3 for efficient training and deployment. The platform also supports fine-tuning of generative AI models with proprietary data, allowing businesses to maintain control over their models and tailor them to specific requirements. Together AI's GPU clusters, equipped with NVIDIA H100 and A100 GPUs, enable large-scale training and deployment of AI models, making it suitable for complex tasks such as cybersecurity modeling and AI analytics.
The platform offers both serverless and dedicated instances for deployment, allowing users to choose the most suitable method based on their application needs. Serverless models are cost-effective for smaller applications, while dedicated instances provide the necessary performance for larger projects.
To start using Together AI, users can access the platform's API or playground, which provides a quickstart guide for evaluating models. The model training and deployment processes are straightforward, guiding users through data design, model selection, training, tuning, and evaluation. Fine-tuning models with proprietary data is made easy, ensuring that businesses can adjust their models according to their specific needs.
While Together AI has many advantages, it is not without its challenges. Some users may find the platform's complexity daunting, especially those without a technical background in AI and machine learning. Additionally, reliance on cloud infrastructure may pose risks if there are service disruptions or pricing changes.
Overall, Together AI is a powerful platform that offers a wide range of tools and services for developing and deploying AI models. Its emphasis on cost-effectiveness, scalability, and user convenience makes it an attractive option for businesses and developers looking to harness the power of AI technology. However, potential users should carefully consider the platform's complexity and ensure it aligns with their existing systems and infrastructure before committing.