Best AI Inference Platforms for LLM Gateway

Vertex AI's AI Inference empowers companies to implement machine learning models for instantaneous predictions, enabling organizations to swiftly and effectively extract actionable insights from their data. This functionality is essential for making well-informed decisions based on the latest analyses, particularly in fast-paced sectors such as finance, retail, and healthcare. The platform accommodates both batch and real-time inference, providing businesses with the flexibility to choose what best fits their requirements. New users are offered $300 in complimentary credits to explore model deployment and test inference across a variety of datasets. By facilitating rapid and precise predictions, Vertex AI allows businesses to fully harness the capabilities of their AI models, enhancing decision-making processes throughout the organization.

In Google AI Studio, businesses can utilize AI inference to harness the power of pre-trained models for making instantaneous predictions or decisions based on fresh data. This capability is essential for implementing AI solutions in real-world settings, such as recommendation engines, fraud detection systems, or smart chatbots that engage with users effectively. Google AI Studio enhances the inference workflow, guaranteeing that predictions remain swift and precise, even when managing extensive datasets. Additionally, it provides integrated features for monitoring models and assessing performance, enabling users to maintain the consistency and reliability of their AI applications as data changes over time.

Mistral AI stands out as an innovative startup in the realm of artificial intelligence, focusing on open-source generative solutions. The company provides a diverse array of customizable, enterprise-level AI offerings that can be implemented on various platforms, such as on-premises, cloud, edge, and devices. Among its key products are "Le Chat," a multilingual AI assistant aimed at boosting productivity in both personal and professional settings, and "La Plateforme," a platform for developers that facilitates the creation and deployment of AI-driven applications. With a strong commitment to transparency and cutting-edge innovation, Mistral AI has established itself as a prominent independent AI laboratory, actively contributing to the advancement of open-source AI and influencing policy discussions. Their dedication to fostering an open AI ecosystem underscores their role as a thought leader in the industry.

Kluster.ai is an AI cloud platform tailored for developers, enabling quick deployment, scaling, and fine-tuning of large language models (LLMs) with remarkable efficiency. Crafted by developers with a focus on developer needs, it features Adaptive Inference, a versatile service that dynamically adjusts to varying workload demands, guaranteeing optimal processing performance and reliable turnaround times. This Adaptive Inference service includes three unique processing modes: real-time inference for tasks requiring minimal latency, asynchronous inference for budget-friendly management of tasks with flexible timing, and batch inference for the streamlined processing of large volumes of data. It accommodates an array of innovative multimodal models for various applications such as chat, vision, and coding, featuring models like Meta's Llama 4 Maverick and Scout, Qwen3-235B-A22B, DeepSeek-R1, and Gemma 3. Additionally, Kluster.ai provides an OpenAI-compatible API, simplifying the integration of these advanced models into developers' applications, and thereby enhancing their overall capabilities. This platform ultimately empowers developers to harness the full potential of AI technologies in their projects.

Be it prompt engineering, fine-tuning, or extensive training, we are fully equipped to fulfill your business needs. Seamlessly incorporate your newly developed model into your application with the Together Inference API, which offers unparalleled speed and flexible scaling capabilities. Together AI is designed to adapt to your evolving requirements as your business expands. You can explore the training processes of various models and the datasets used to enhance their accuracy while reducing potential risks. It's important to note that the ownership of the fine-tuned model lies with you, not your cloud service provider, allowing for easy transitions if you decide to switch providers for any reason, such as cost adjustments. Furthermore, you can ensure complete data privacy by opting to store your data either locally or within our secure cloud environment. The flexibility and control we offer empower you to make decisions that best suit your business.

Groq aims to establish a benchmark for the speed of GenAI inference, facilitating the realization of real-time AI applications today. The newly developed LPU inference engine, which stands for Language Processing Unit, represents an innovative end-to-end processing system that ensures the quickest inference for demanding applications that involve a sequential aspect, particularly AI language models. Designed specifically to address the two primary bottlenecks faced by language models—compute density and memory bandwidth—the LPU surpasses both GPUs and CPUs in its computing capabilities for language processing tasks. This advancement significantly decreases the processing time for each word, which accelerates the generation of text sequences considerably. Moreover, by eliminating external memory constraints, the LPU inference engine achieves exponentially superior performance on language models compared to traditional GPUs. Groq's technology also seamlessly integrates with widely used machine learning frameworks like PyTorch, TensorFlow, and ONNX for inference purposes. Ultimately, Groq is poised to revolutionize the landscape of AI language applications by providing unprecedented inference speeds.