Inference

Overview SambaNova Cloud provides high-speed API inference for supported open models through an OpenAI-compatible developer interface. It targets demanding generative AI workloads, but model selection, rate limits, pricing and regional availability require current documentation checks. Best for...

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 NVIDIA NIM provides optimized inference microservices for deploying supported AI models through standard APIs and containers. It can simplify production serving across NVIDIA infrastructure, but hardware, licensing, model compatibility and operations still shape total cost. Best for...

Overview Cloudflare Workers AI runs open models on serverless GPUs through the Workers platform and API. It supports text, vision, speech and image workloads without dedicated infrastructure, but model availability, rate limits and usage-based costs require active management. Best for...

Overview OpenRouter provides one OpenAI-compatible API for accessing and routing requests across many model providers, with fallbacks, policy filters and unified billing. It simplifies experimentation and resilience, but adds an intermediary and requires careful provider, logging, cost and...

Overview fal.ai is a developer platform for running generative media models through hosted APIs and serverless GPU infrastructure. Its broad model catalog and usage-based execution suit production apps, but model licenses, queue behavior, input privacy, output safety and rapidly changing costs...

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 GroqCloud is a hosted AI inference platform built around Groq's LPU architecture, offering fast OpenAI-compatible APIs for language, speech and compound tool-using systems. Its speed and transparent token pricing are attractive, but model choice, rate limits, regional processing and...

Overview Fireworks AI is an inference and model-customization platform for serverless APIs, fine-tuning, reinforcement learning and dedicated GPU deployments. It supports fast experimentation and scaled serving, but tiered performance, model licenses, data controls and variable token or GPU...

Overview Replicate is a developer platform for running public and private machine-learning models through hosted APIs, including image, video, audio and language systems. It removes much of the deployment work, but model quality, licenses, cold starts, variable hardware billing and production...

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...

Overview Hugging Face is an AI development platform for discovering, sharing, evaluating and deploying models, datasets and applications. Its Hub, open-source libraries, Spaces and inference services support a wide range of workflows, but licensing, model quality, security and infrastructure...