AI Model Deployment

Outlier AI

An AI training crowdsourcing platform for freelancers connects experts in fields such as programming, mathematics, and languages with AI companies, providing tasks like writing difficult questions and formulating scoring criteria. The company says it has paid out over 500 million US dollars in total.

RunPod

An AI cloud platform for developers offers four forms: on-demand GPUs, serverless endpoints, multi-node clusters, and model deployment. It covers inference, Agent, fine-tuning, and compute-intensive tasks, and discloses the unit price of each GPU model.

SiliconFlow

All-in-one large model cloud service platform, which, according to the official, provides out-of-the-box APIs covering language, speech, images and videos, as well as products such as reserved instances, inference acceleration and private deployment. It optimizes latency and throughput performance based on a self-developed inference engine.

AutoDL Computing Power Cloud

A domestic GPU computing power rental platform operated by SightCloud (Nanjing) Technology offers second-level billing for GPU rentals, high-spec computer rooms, and 24/7 services. It also features built-in AI images and a technical community, allowing one-click reproduction of algorithms out of the box.

Vast.ai

GPU computing power rental platform, officially claiming to aggregate more than 20,000 graphics cards and over 40 data centers. It offers real-time pricing based on supply and demand and supports second-by-second billing, and can be used for tasks such as model training, inference, fine-tuning, and rendering.

Nebius

A dedicated cloud platform for AI teams, which the official website states is fully built from hardware to interfaces, offering non-virtualized GPUs, high-speed interconnection and managed inference, covering scenarios from experiments to large-scale training and inference.

Replicate

A cloud platform for running and deploying open-source AI models. The official stated that the community has released thousands of directly callable models. It offers one-click code execution, fine-tuning with your own data, and packaging and deploying custom models with Cog, with billing based on actual computing power.

Cerebras

A chip and cloud service company using wafer-scale engines for AI inference states on its official website that the CS-4 has a maximum inference speed up to 30 times that of GPU systems, provides an interface compatible with the OpenAI API, and charges by the token.

Fireworks AI

A training and inference platform for open-source models, the official website states that it can transform open models into exclusive intelligence, supports calling the latest models with a single line of code, and provides multiple paths from guided training to reinforcement learning.

Youyun Intelligent Computing

The computing power rental platform under UCloud, owned by UCloud, states on its official website that it has self-built data centers and a scale of ten thousand cards, supports second-level billing and no charge for shutdowns, and provides a variety of card types, image templates and a public model library.

Lambda

Cloud computing power service providers for AI training state on their official websites that they offer on-demand instances and cluster reservations of various high-end graphics cards, along with supporting orchestration tools and engineering support, covering scenarios ranging from startup teams to governments and enterprises.

Lightning AI

An AI cloud platform built by the original team of PyTorch Lightning. The official website provides on-demand GPUs, clusters and coding agents, covering the entire process from dataset construction to training and inference, targeting teams that develop dedicated models independently.

Novita AI

An AI and agent cloud platform for developers, whose official website states that it can call more than 200 models through a unified interface, and provides agent sandboxes and GPU instances, covering modalities such as text, images, audio and video.

AI/ML API

A unified interface service aggregating thousands of AI models. Its official website states that it covers modalities such as dialogue, reasoning, images, videos, audio and search, is compatible with mainstream programming agents, and provides MCP access and an online trial sandbox.

AIHubMix

A unified multi-model interface gateway, according to the official website, integrates multiple mainstream models through a set of OpenAI-compatible interfaces, provides an online debugging sandbox and an application directory, and targets developers who need to switch models with minimal code modifications.

Floot

A no-code app building platform integrated with Claude and ChatGPT can generate a complete app with backend, database, and login functionality with a single prompt, and deploy it to web and mobile platforms with one click. The official claims that Git and terminal are not required.

Paperspace

The cloud GPU platform under DigitalOcean offers GPU computing power and hosts such as H100, covering the entire process from model development, training to deployment, and also provides cloud desktops and rendering workflows.

HyperAI

HyperAI Super Neural is a Chinese community platform for AI developers. It provides resources such as free collaborative coding, GPU computing power, paper datasets and benchmark tests, advocates building AI with AI, and helps developers move from ideas to implementation.

BentoML

BentoML is a model inference platform for production environments. It supports the deployment of any model, customized inference optimization and elastic scaling. It also provides an open-source model serving framework, focusing on speed and controllability.

Evidently AI

An open-source AI evaluation and observability framework under the Apache 2.0 license, which can evaluate the quality, drift and security risks of LLMs, RAG, Agent and machine learning models in a single set of tools.

SuperCLUE

The Chinese large model evaluation benchmark, officially stated, presents model performance through a general capability overall ranking and sub-rankings such as mathematical reasoning, hallucination control, scientific reasoning, precise instruction following, and agent programming, and simultaneously provides model pricing and task planning consumption data.

OpenDataLab

The open data platform launched by the Shanghai Artificial Intelligence Laboratory is officially said to provide high-quality open-source datasets for domestic large models, support dataset retrieval and download, and be equipped with data annotation and governance tools as well as open-source community capabilities.

Latitude

Latitude is an open-source AI Agent observability and monitoring platform that tracks production traces, clusters failure patterns and dispatches repair tasks to coding Agents. The official version states that it is compatible with OTEL and supports custom signals.

302.AI

302.AI is a pay-as-you-go enterprise-level AI resource platform that aggregates full-model APIs and online applications such as language, image, video, and audio. Its official website states that it supports enterprise-level stability, no TPM restrictions, and private deployment.

OneThingAI

OneThingAI is a GPU computing power cloud rental and large model API aggregation platform. It provides on-demand computing power, a model square, a mirror center, model fine-tuning and private deployment. According to its official website, it covers scenarios such as AI training and inference and scientific computing.

Paiyun

Distributed cloud computing service provider, officially stating that it provides APIs for large models and image-video models, Agent sandboxing and hosting, GPU container instances and Spot computing power, and is compatible with the interface standards of OpenAI and Anthropic.

Suanjia Cloud

Suanjia Cloud is a high-performance GPU computing rental and AI training and inference platform. It provides on-demand rental of graphics cards such as A100, 4090, and 5090, enables one-click startup of hundreds of open-source models, and its official website states that the price for 4090 is as low as 1.24 yuan per card hour.

PromptHub

A team-oriented prompt management and collaboration platform, officially positioned as the home of prompt engineering, supporting prompt discovery, hosting, version management, batch testing and branch deployment, and providing AI writing and enhancement tools.

Adaline

Adaline is an observability and evaluation platform for AI Agents. It transforms production trajectories into behavior graphs, automatically generates evaluations and synthetic data, and drives autonomous improvement of Agents. According to its official website, it supports release after team approval.

Gitee AI

Moli Ark (Gitee AI) is an enterprise-oriented AI model and computing power platform. It provides unified API access to over 200 models, refined Token management, and exclusive model deployment. Its official website states that it supports computing power of domestic chips.

GPUStack

Enterprise-level AI infrastructure platform, officially stating that it can deploy, govern and scale large models and GPU computing power on any hardware, supports heterogeneous graphics cards, automatic matching of inference engines, distributed inference, and provides standard interfaces and quota management.

Synexa AI

Serverless AI model inference interface platform. The official website states that models can be deployed with just one line of code. It supports image generation, video generation, image inpainting and description, speech generation, and model fine-tuning, and emphasizes auto-scaling and pay-as-you-go pricing.

Klu.ai

An automatic evaluation platform for cutting-edge models targeting business scenarios. The official website slogan is "Find your cutting edge". Generate evaluation datasets according to the workflow you describe, track model updates, and rerun comparisons of quality and cost each time a new model is released.

Juchi Cloud

MatrixAI is an AI-focused GPU cloud service provider that offers per-minute billed cloud computing power, AI teaching and training environments, and high-speed cloud disks, and supports solutions such as public cloud, private cloud, and software-hardware integration.

Luchen Technology

An enterprise developing and deploying an AI large model platform, officially stating that its self-developed Colossal-AI covers the entire chain of training, fine-tuning, inference and deployment, and Luchen Cloud provides pay-as-you-go GPU computing power and Token factory-style MaaS services.

Suanleme

A platform for sharing idle graphics card computing power. Its official website states that after joining the computing network, users can contribute their GPUs to scientific research when the computer is idle and obtain benefits based on their contributions. The pure software client does not require additional hardware purchases and supports the connection of multiple devices.

Xinghai Intelligent Computing

A new generation of high-performance computing cloud platform, officially named, provides on-demand elastic computing power for scientific research institutions, universities, enterprises and AI developers. It covers large model training, scientific simulation, gene sequencing and climate modeling, and offers a variety of high-performance graphics cards for selection.

Wuwen Xinqiong

A general artificial intelligence infrastructure service provider, officially stated to perform multi-heterogeneous computing power scheduling with the technical paradigm of M models multiplied by N chips, providing Agentic Infra platform and Agentic MaaS large model services.

CoreShub

A provider of AI computing power cloud services and intelligent computing center solutions, the official website offers computing power cloud services, large model services and computing power clusters, covering scenarios such as model training, inference and fine-tuning, and has launched industry solutions for finance, autonomous driving, healthcare and other fields.

FlagEval Libra

The large model evaluation system and open platform of the Beijing Academy of Artificial Intelligence (BAAI) is officially claimed to cover four evaluation scenarios: language, multimodality, computer vision and speech, and provides rankings, a large model arena, as well as a collection of evaluation methods and tools that combine automatic and manual evaluation.