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正面對決基準比較
Numerous.ai vs Scale
Numerous.ai 每月有 128,828 次造訪，月增率 -17%，定價模式為免費增值、免費試用、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。
Numerous.ai免費增值、免費試用、付費
把 ChatGPT 放進 Google Sheets 與 Excel，無需 API 金鑰
每月造訪次數
12.88萬
月成長速度
-17%
主要市場
🇺🇸 美國
Numerous.ai 每月有 128,828 次造訪，月增率 -17%，定價模式為免費增值、免費試用、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。
把 ChatGPT 放進 Google Sheets 與 Excel，無需 API 金鑰
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 | numerous.ai | scale.com |
| 定價模式 | 免費增值、免費試用、付費 | 需聯絡報價 |
| 每月造訪次數 | 12.88萬 (128,828) | 61.69萬 (616,915) |
| 月流量變化量 | -2.64萬 (-17%) | +6.87萬 (+12.5%) |
| 主要市場與市佔 | 🇺🇸 美國 (20.1%) | 🇺🇸 美國 (44.2%) |
| 每月直接造訪 | 3.27萬 | 19.14萬 |
| 使用者評分 | 4.5 | 4.7 |
| 支援平台 | 網站 | 網站 |
把 ChatGPT 放進 Google Sheets 與 Excel，無需 API 金鑰
透過一個簡單函式即可在任意儲存格呼叫 AI——無需 API 金鑰，無需切換聊天視窗，也不必在分頁之間複製貼上。
把一個提示詞向下拖曳即可處理數千列；相同查詢會被快取，避免重複計費。
將問卷、文章、社群貼文等大段文字摘要、改寫、抽取並分類為規整的結構化欄位。
直接依據試算表中的資料生成廣告文案、關鍵字清單、SEO 內容與廣告活動結構。
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.
GPT Workspace is a Google Workspace extension that embeds leading AI assistants directly into Docs, Sheets, Slides, Gmail, Drive and Forms so you can write, analyze and automate without switching tabs.
GPT Workspace is a Google Workspace extension that embeds leading AI assistants directly into Docs, Sheets, Slides, Gmail, Drive and Forms so you can write, analyze and automate without switching tabs.
提供企業級多模態標註與資料管理工具，但較不強調託管式的標註人力。
專項更強在互聯環境中追蹤、評估並交付 AI 模型與代理。
專項更強Focuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
專項更強Focuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
專為 Excel 與 Google Sheets 打造的 AI 試算表代理
免費 / 開源提供具彈性的開源替代方案，適用於自訂資料標註與真人迴路（Human-in-the-loop）標註管線。
專項更強打造、模擬、評估並監控能自我改進的 AI 代理
專項更強Provides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
面向公式、樞紐分析與分析的 AI 試算表助手
