专项更强擅长跨多个提供商路由文本和多模态提示词,但缺乏 Replicate 专属的自定义 ML 部署功能。
#1Defined.ai 记录了 146,251 月访问量,月度环比增长为 -21%,定价为定价请咨询。Replicate AI 记录了 904,038 月访问量,增长率为 -8.4%,定价为付费。

Replicate is a cloud API for running, fine-tuning, and deploying machine learning models. Spin up open-source and hosted models — from image, video, and audio generation to speech synthesis, captioning, and LLM inference — with one line of code, or package your own model with Cog and put it behind a production-ready API.
| 维度 / 指标 | ![]() | |
|---|---|---|
| 官方域名 | definedcrowd.com | replicate.com |
| 定价模式 | 定价请咨询 | 付费 |
| 月访问量 | 14.63万 (146,251) | 90.4万 (904,038) |
| 月度环比流量变化 | -3.88万 (-21%) |
| -8.26万 (-8.4%) |
| 主要市场与份额 | 🇺🇸 美国 (20.6%) | 🇺🇸 美国 (16.3%) |
|---|
| 直接访问 / 月 | 8.44万 | 57.75万 |
|---|
| 用户评分 | 4.4 | 4.6 |
|---|
| 支持的平台 | 网站 | 网站 |
|---|
企业级 AI 训练数据、标注与评估服务
提供覆盖音频、图像、视频、文本和多模态格式的大量合规来源数据集,支持高级筛选和免费样本。
面向文本、音频、图像和视频的专家验证标注,采用模型优先、人在回路的工作流,兼顾准确性与公平性。
面向全球 AI 系统的高质量多语言内容,覆盖 500 多种语言、方言和语区。
面向训练的大规模全球化多样数据采集,每个数据集都经过隐私与安全审查。

Replicate is a cloud API for running, fine-tuning, and deploying machine learning models. Spin up open-source and hosted models — from image, video, and audio generation to speech synthesis, captioning, and LLM inference — with one line of code, or package your own model with Cog and put it behind a production-ready API.
Run image, video, audio, speech, and language models through a uniform API surface, with official models for FLUX, Nano Banana, Seedream, Grok Imagine, MiniMax, Wan, Seedance, and more.
Set up a model in minutes and make an API call in Python, Node, or plain HTTP after authenticating with an API token.
Package your own model with Cog, an open-source tool for packaging machine learning models, and deploy it on dedicated hardware that scales up and down with demand.
Fine-tune models on your own data, including fast-booting fine-tunes that are billed only while actively processing requests rather than for idle time.
专项更强擅长跨多个提供商路由文本和多模态提示词,但缺乏 Replicate 专属的自定义 ML 部署功能。
#1
图片和视频模型的无服务器执行速度更快,但相比 Replicate,通用自定义模型部署能力稍弱。
免费 / 开源ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.
#3
更专注于 LLM 推理和微调,但缺乏 Replicate 那样由社区策划的多样化媒体模型目录。
免费 / 开源简化了计算机视觉数据集标注和模型部署,但缺乏 Defined.ai 广泛的人工众包服务。
免费 / 开源Specializes specifically in ultra-efficient model fine-tuning, rather than providing a general-purpose model hosting API.
Offers a broad mix of generative media models via API, but lacks Replicate's massive community deployment ecosystem.
免费 / 开源ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.
免费 / 开源Specializes specifically in ultra-efficient model fine-tuning, rather than providing a general-purpose model hosting API.
Offers a broad mix of generative media models via API, but lacks Replicate's massive community deployment ecosystem.
功能全面的企业级数据标注平台,并具备强大的自动化代理,但对小型团队而言价格成本较高。