Top Together AI alternatives for AI/ML model deployment

Together AI offers a straightforward solution for deploying large language models (LLMs) without the need for complex infrastructure management, making it appealing for teams seeking quick implementation with features like instant model access, simple APIs, and competitive pricing. However, as users' needs evolve towards more customized, production-grade applications, limitations in control, fine-tuning capabilities, observability, and cost predictability become apparent. Alternatives such as Northflank, Baseten, Modal, Replicate, Hugging Face, and Ray Serve address these challenges by providing varying levels of runtime flexibility, CI/CD integration, cost management, and infrastructure control, catering to different needs from lightweight demos to full-stack production deployments. Northflank, in particular, stands out for its full-container control, GPU support, built-in CI/CD, and the ability to run in users' own cloud environments, making it a comprehensive choice for teams requiring scalability and control over their AI products.