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正面對決基準比較
Hugging Face vs Scale
Hugging Face 每月有 31,232,542 次造訪，月增率 +0.1%，定價模式為免費增值、付費。Scale 每月有 616,915 次造訪，成長率 +12.5%，定價模式為需聯絡報價。
機器學習社群託管模型、資料集與 AI 應用的開源平台
每月造訪次數
3123.25萬
月成長速度
+0.1%
主要市場
🇺🇸 美國
Hugging Face 每月有 31,232,542 次造訪，月增率 +0.1%，定價模式為免費增值、付費。Scale 每月有 616,915 次造訪，成長率 +12.5%，定價模式為需聯絡報價。
機器學習社群託管模型、資料集與 AI 應用的開源平台
Scale is an enterprise AI company that supplies the data, evaluation and deployment layers behind production AI. Its Data Engine sources and labels training data for frontier models, its evaluation work benchmarks model capability, and its platform teams help enterprises and governments move AI systems from pilot into real operations.
| 面向／指標 | ||
|---|---|---|
| 官方網域 | huggingface.co | scale.com |
| 定價模式 | 免費增值、付費 | 需聯絡報價 |
| 每月造訪次數 | 3123.25萬 (31,232,542) | 61.69萬 (616,915) |
| 月流量變化量 | +4.02萬 (+0.1%) | +6.87萬 (+12.5%) |
| 主要市場與市佔 | 🇺🇸 美國 (19.1%) | 🇺🇸 美國 (44.2%) |
| 每月直接造訪 | 1340.15萬 | 19.14萬 |
| 使用者評分 | 4.8 | 4.7 |
| 支援平台 | 網站 | 網站 |
機器學習社群託管模型、資料集與 AI 應用的開源平台
在數百萬個模型與數十萬個資料集中檢索、下載與發布，附帶模型卡、版本管理與引用資訊。
直接從倉庫部署 Gradio、Streamlit 或靜態應用，用於展示模型、做對比測試或透過公開連結分享工具。
Transformers、Diffusers、Datasets、Tokenizers、Accelerate、PEFT、TRL 與 smolagents 涵蓋訓練、微調到推理的完整流程。
Inference Providers 以單一 API 串接多家供應商的數萬個模型，Inference Endpoints 則可依需求啟用專屬 GPU 硬體。
Scale is an enterprise AI company that supplies the data, evaluation and deployment layers behind production AI. Its Data Engine sources and labels training data for frontier models, its evaluation work benchmarks model capability, and its platform teams help enterprises and governments move AI systems from pilot into real operations.
Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require.
Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers.
Platform and services teams that pick the right use case, build the system and take ownership of the outcome.
Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations.
免費 / 開源Enables running and managing open-source LLMs locally on your hardware instead of relying on cloud hosting.
免費 / 開源Enables running and managing open-source LLMs locally on your hardware instead of relying on cloud hosting.
專項更強Focuses strictly on community-driven discovery and sharing of generative image and video models rather than text LLMs.
專項更強一個 API 串接 1500+ 可上線的生成式媒體模型
提供強固的無伺服器推論與微調 API 給開源模型，可替代 Hugging Face 的代管端點。
提供用於執行與微調機器學習模型的雲端 API，定價比自建基礎設施更簡單。
免費 / 開源Unsloth is an open-source toolkit for running and training large language models locally. It provides faster, more memory-efficient fine-tuning, a local chat and agent environment with browser use, image and video generation, and an OpenAI-compatible API your existing tools can connect to.
免費 / 開源Unsloth is an open-source toolkit for running and training large language models locally. It provides faster, more memory-efficient fine-tuning, a local chat and agent environment with browser use, image and video generation, and an OpenAI-compatible API your existing tools can connect to.
