2026 最佳AI 推論平台工具

A

Autoloops

語音轉文字

Autoloops provides speech infrastructure for voice agents, combining streaming speech-to-text with realtime serving for open-weight language models. It offers serverless APIs and on-demand clusters for teams building or testing realtime voice and agent workloads.

E

eu/jev

AI 推論平台

EU-hosted System One-style inference API for structured choices, probabilities, and scores.

R

RunWeave

AI 圖像 API

RunWeave is a unified inference API for developers building with image, video, audio, 3D, and related AI models. It provides access to 1,000+ models through one REST endpoint and one API key.

A

AI Endpoints

AI 嵌入 API

OVHcloud AI Endpoints provides serverless inference APIs for a selection of generative AI models, including LLMs, voice, document, and image analysis models. It helps developers add AI capabilities to applications through OpenAI-compatible APIs and supported integrations.

H

Hugging Face Inference Providers

AI 閘道與路由

Hugging Face Inference Providers gives developers a way to compare supported models across infrastructure providers using model availability, pricing, context limits, latency, throughput, and capability indicators.

M

ModelArk

AI 推論平台

ModelArk is BytePlus's one-stop large language model service platform for organizations building, deploying, and scaling AI applications. It is positioned within BytePlus's broader AI-native cloud portfolio.

C

Chutes

AI 推論平台

Chutes is a decentralized, serverless AI inference platform for deploying, running, and scaling open-source models. Developers can access hosted models through an API or deploy private custom workloads on confidential GPU capacity.

S

SGLang

AI 推論平台

SGLang is an open-source serving framework for large language and multimodal models. It helps developers deploy model servers and query them through OpenAI-compatible endpoints across supported GPU, CPU, TPU, NPU, and XPU platforms.

M

Microsoft Foundry

AI 智能體基礎設施

Microsoft Foundry is an enterprise AI platform for building, grounding, deploying, and governing AI applications and agents. It helps development and data teams connect models, organizational knowledge, business tools, and lifecycle controls in Azure.

H

Hive

AI 內容審核

Hive provides APIs for understanding, searching, moderating, and generating text, image, video, and audio content. Developers can use its pre-trained and open-source models for content workflows such as moderation, classification, brand protection, and media generation.

K

Kimi API Platform

AI開發者工具

Kimi API Platform gives developers API access to Kimi language models for software engineering, dialogue, visual understanding, reasoning, and tool-using applications. It includes models with context windows up to 1M tokens and usage-based token billing.

V

vLLM

AI 推論平台

vLLM is an inference and serving engine for large language models, designed for high-throughput, memory-efficient deployment. It helps developers and infrastructure teams run open-source models through an OpenAI-compatible API across supported compute platforms.

C

Cerebras Inference

AI 推論平台

Cerebras Inference is a hosted AI inference cloud and API for running supported language models at low latency. It helps developers build interactive applications, agents, coding tools, research workflows, and other real-time AI experiences with OpenAI API compatibility.

千

千帆大模型平台

AI 智能體建立工具

百度智能云千帆大模型平台是面向企业的一站式大模型服务与 Agent 开发平台，提供模型调用、Agent 构建、知识库应用、工具组件和企业级运维能力。它适合需要开发、部署和管理 AI 应用的企业及开发团队。

B

Bento

AI 推論平台

Bento is an inference platform for packaging, deploying, optimizing, and operating AI and machine-learning models at scale. It supports open and custom models across cloud, on-premises, Kubernetes, and bring-your-own-cloud environments.

F

FriendliAI

AI 推論平台

FriendliAI is an inference cloud for deploying frontier open-weight and custom AI models in production. It offers serverless Model APIs, dedicated GPU endpoints, and BYOG options for agent, multimodal, and other high-throughput workloads.

B

Black Forest Labs

AI影片生成器

Black Forest Labs develops FLUX models for visual generation and understanding across image, video, audio, and action prediction. Users can experiment in a browser playground, access models through an API, or run selected open-weight models on their own infrastructure.

R

Ray

AI 推論平台

Ray is an open-source, Python-native framework for distributing and scaling AI, machine learning, and other compute-intensive workloads. It helps developers run workloads from a laptop to clusters with thousands of GPUs and supports data processing, training, serving, inference, and reinforcement learning.

D

DeepInfra

AI 推論平台

DeepInfra provides hosted machine-learning model inference and on-demand GPU instances for developers and teams. Its catalog covers text, image, audio, video, embedding, reranking, and other model workloads with pay-as-you-go pricing.

L

Lambda

AI 推論平台

Lambda provides cloud GPU compute for AI training, fine-tuning, inference, and prototyping. Teams can launch on-demand GPU instances, use production-ready 1-Click Clusters, or discuss reserved and single-tenant infrastructure for larger workloads.