infrastructure

Overview Nebius Token Factory is a managed inference platform providing API access to open models with OpenAI-compatible interfaces and serverless operation. It simplifies model consumption, but teams must evaluate model licenses, regional availability, costs and workload-specific quality. Best...

Overview Anyscale is a managed platform from the creators of Ray for developing, scaling and operating distributed AI and machine-learning workloads. It reduces cluster operations and adds observability, but compute cost and Ray architecture still require engineering discipline. Best for ML and...

Overview Modal is a serverless AI infrastructure platform that lets Python developers run GPU inference, batch jobs, fine-tuning, notebooks and isolated sandboxes without managing clusters. Its per-second compute and scale-to-zero model can simplify variable workloads, but cloud costs, cold...

Overview Baseten is a production AI inference platform for deploying, scaling and optimizing custom or open models through APIs and managed GPU infrastructure. Its model-serving stack, autoscaling and private deployment options suit demanding AI products, but hardware pricing, optimization work...

Overview Cerebras Inference is a hosted API for running supported open models at very high token-generation speed on wafer-scale hardware. Its OpenAI-compatible access, pay-as-you-go options and low latency suit interactive agents and coding, but model selection, provider concentration...

Overview Together AI is a cloud platform for open and specialized AI models, offering serverless inference, dedicated endpoints, fine-tuning and GPU clusters through developer APIs. It provides broad model choice and performance options, but model governance, variable pricing and production...