2026 最佳AI 模型部署工具

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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.

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FuriosaAI

AI 推論平台

面向企業推理工作負載的 AI 加速器與伺服器

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UbiOps

AI 推論平台

Model serving and orchestration for AI teams deploying workloads across cloud and private infrastructure.

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Custom Vision

AI 模型部署

Build custom computer vision models from labeled images and use them to tag new images through a REST API.

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Robovision

AI 模型部署

Industrial vision AI for machine builders and manufacturers, powered by Indurion Suite.

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dstack

AI 推論平台

A control plane for provisioning and orchestrating GPU workloads across cloud, Kubernetes, and on-prem infrastructure.

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Plat.AI

AI 資料分析師

Predictive analytics software for building, deploying, and monitoring real-time decision models.

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ThinkDiffusion

AI影片生成器

Cloud workspaces for creators using open-source AI image, video and model-training tools.

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ComfyICU

AI 推論平台

ComfyICU is a managed cloud platform for running, sharing, and deploying ComfyUI workflows. It supports visual workflow development, serverless GPU execution, team workspaces, and REST API deployment without requiring users to manage GPU infrastructure.

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Tensorfuse

AI 模型部署

Deploy, scale, and fine-tune AI workloads on GPU infrastructure in your own AWS account.

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StayCharted AI Model Trainer

AI 模型部署

No-code text and image classification trained on your labeled business examples.

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Jiva.ai

AI 資料擷取

無程式碼平台，用自有資料訓練自訂 AI 模型

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Local AI Playground

AI 推論平台

A native app for managing, verifying, and running AI models locally without a GPU.

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Kopai

AI 智能體建立工具

Kopai is a hosted platform for building, running, publishing, and monetizing domain-specific AI agents. It supports internal team agents, marketplace listings, and deployment to a creator’s own site through live APIs.

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Compartment

AI 模型部署

Compartment is a self-hosted platform for deploying and sharing small apps, tools, agents, and automations. It gives teams a consistent deployment path, access controls, HTTPS, and isolated runtimes on infrastructure they control.

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Gemini platform

AI 智能體建立工具

An open Google Cloud platform for building, deploying, governing, and optimizing enterprise AI agents.

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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.

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Radiant

AI 模型部署

Radiant is an integrated AI infrastructure platform that finances, builds, and operates data centers, GPU systems, networking, storage, and managed services. It helps AI teams and infrastructure operators provision and run compute through a unified platform and FlightDeck control plane.

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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.

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Kubetorch

AI開發者工具

Kubetorch is a Python interface for building, iterating on, and deploying machine-learning workloads on Kubernetes. It lets developers invoke remote cluster compute from local Python environments, notebooks, CI pipelines, or production code.