2026 最佳AI 模型部署工具

N

NVIDIA NIM APIs

AI 推論平台

NVIDIA NIM APIs is a platform for exploring and using model endpoints to build enterprise generative AI applications. It also provides blueprints and device-specific playbooks for moving from model selection to application workflows.

F

fal

AI 推論平台

A generative media platform for developers to call hosted models, deploy custom models, and access GPU compute.

R

Replicate

AI 推論平台

Run, fine-tune, and deploy machine-learning models through a cloud API.

D

Dataiku

AI 智能體建立工具

An enterprise platform for teams building and governing analytics, ML models, and AI agents.

L

Liquid AI

AI 模型部署

Liquid AI 打造原生運行於手機、汽車、機器人及其他邊緣硬體的基礎模型，並提供開放模型、LEAP 部署流程與企業授權。

T

Together AI

AI 推論平台

An AI cloud platform for teams building, tuning, and deploying open-source models.

B

Baseten

AI 推論平台

Baseten is an inference platform for deploying, serving, and scaling open-source, custom, and fine-tuned AI models. It supports managed cloud, self-hosted, hybrid, and dedicated deployments for teams running production AI workloads.

R

Runpod

AI 推論平台

Cloud GPU infrastructure for AI development, training, inference, and batch workloads.

H

H2O AI Platform

AI 智能體基礎設施

A sovereign AI platform for building, deploying, governing, and monitoring predictive, generative, and agentic AI.

U

Ultralytics Platform

AI 模型部署

A computer vision platform for annotating data, training YOLO models, and deploying them across cloud and edge environments.

A

Anyscale

AI 模型部署

面向生產級 AI 工作負載的託管 Ray 平台，支援多雲部署

S

SambaNova

AI 推論平台

SambaNova is an AI inference platform for developers, enterprises, and infrastructure operators running large open-source models and agentic workloads. It combines cloud services with deployable hardware and software for cloud, on-premises, hybrid, and air-gapped environments.

L

Lightning AI

AI開發者工具

A platform for developing, training, and deploying AI models in cloud workspaces.

H

Hailo AI Software Suite

AI 模型部署

用於在 Hailo 處理器上最佳化與執行模型的 Edge AI SDK 與部署工具組。

V

Vue.ai

AI 推論平台

企業級 AI 編排平台，用於建置、部署與自動化業務工作流程。

P

Prem

AI 智能體基礎設施

Sovereign AI infrastructure and agent tools for organizations handling sensitive data.

P

Prodia

AI影片生成器

Prodia is a multi-silicon inference platform focused on video generation. It develops AI model implementations across different hardware to balance cost, output quality, and performance.

I

Inference.net

AI 推論平台

Inference.net is infrastructure for running, monitoring, evaluating, training, and deploying production AI workloads. It helps AI-native teams observe model behavior, route traffic across providers, and improve cost, latency, reliability, and quality through connected workflows.

C

Cerebrium

AI 推論平台

Serverless CPU and GPU infrastructure for teams deploying real-time AI workloads.

P

Parasail

AI 推論平台

Parasail is an inference cloud for AI-native startups that provides access to open and frontier models through an OpenAI-compatible API. It offers serverless, elastic, dedicated, and batch deployment options with per-token or GPU-based pricing.