Model Serving

Akamai Inference Cloud brings GPU model serving closer to users and data through an edge network.

Amazon SageMaker AI provides managed tools for training, fine-tuning, deploying, and monitoring machine-learning models.

Azure AI Foundry is a managed platform for building, customizing, evaluating, and deploying AI applications and models.

Azure Machine Learning manages model development, fine-tuning, deployment, and MLOps across cloud and hybrid infrastructure.

Databricks Model Serving deploys custom, fine-tuned, and foundation models as managed production endpoints.

Cloud Run GPU runs containerized AI inference services with serverless GPU allocation and autoscaling.

GroqCloud provides high-speed inference APIs powered by Groq’s language-processing hardware and cloud service.

Hugging Face Inference Endpoints deploys models to managed, autoscaling inference infrastructure.

KServe is an open-source Kubernetes-native platform for deploying and scaling machine-learning model inference.

Modal Inference deploys and autoscales low-latency GPU endpoints and batch model workloads globally.

NVIDIA AI Enterprise provides supported enterprise software for training, fine-tuning, serving, and governing AI workloads.

NVIDIA Dynamo orchestrates distributed inference for large language and reasoning models across GPU infrastructure.

NVIDIA NIM packages optimized AI inference microservices for deploying foundation models in enterprise environments.

NVIDIA TensorRT-LLM optimizes language-model inference for low latency and high GPU throughput.

NVIDIA Triton serves AI models from multiple frameworks with dynamic batching and production inference controls.

Ray Serve is a distributed serving framework for composing, scaling, and operating AI inference applications.

SGLang is an open-source runtime for fast serving and structured execution of language-model programs.

Together AI hosts open models for serverless and dedicated GPU inference, fine-tuning, and deployment.

Vertex AI provides managed model development, tuning, deployment, vector search, and agent-building capabilities.