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正面對決基準比較
Devin vs Scale
Devin 每月有 2,549,346 次造訪，月增率 +1%，定價模式為付費。Scale 每月有 616,915 次造訪，成長率 +12.5%，定價模式為需聯絡報價。
Devin 每月有 2,549,346 次造訪，月增率 +1%，定價模式為付費。Scale 每月有 616,915 次造訪，成長率 +12.5%，定價模式為需聯絡報價。
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.
| 主要市場與市佔 | 🇺🇸 美國 (28.1%) | 🇺🇸 美國 (44.2%) |
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| 每月直接造訪 | 138.64萬 | 19.14萬 |
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| 使用者評分 | 4.3 | 4.7 |
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| 支援平台 | website | 網站 |
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Cognition 出品的自主軟體工程師，能直接提交可合併的 PR
Devin 能在複雜的多倉庫程式庫中規劃、撰寫程式、執行測試並提交 pull request，無需逐行等待確認。
Devin 會建立 Windows、Mac、Linux 虛擬機器，建置並執行專案，在真實瀏覽器中測試，甚至錄下自己操作新功能的畫面。
在討論串中 @Devin 即可派發修復任務，或接入 CI、PagerDuty 與工單系統，讓它自動回應失敗與告警。
把大型任務交給 Devin，它會拆分給平行雲端代理，即使你闔上筆電也會繼續工作並回報結果。
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.
專項更強A general autonomous agent platform executing multi-step goals and browsers, suitable for broader web and coding workflows.
#2免費 / 開源讓多個程式智能體在各自獨立的 worktree 中並行運作
專項更強會學習你編碼品味的 AI 編程代理
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。
