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Devin vs Scale
Devin 记录了 2,549,346 月访问量，月度环比增长为 +1%，定价为付费。Scale 记录了 616,915 月访问量，增长率为 +12.5%，定价为定价请咨询。
Devin 记录了 2,549,346 月访问量，月度环比增长为 +1%，定价为付费。Scale 记录了 616,915 月访问量，增长率为 +12.5%，定价为定价请咨询。
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.
Cognition 出品的自主软件工程师，能直接提交可合并的 PR
Devin 能在复杂的多仓库代码库中规划、写代码、跑测试并提交 pull request，无需逐行等待确认。
Devin 会创建 Windows、Mac、Linux 虚拟机，构建并运行项目，在真实浏览器中测试，甚至录制自己操作新功能的画面。
在讨论串中 @Devin 即可派发修复任务，或接入 CI、PagerDuty 与工单系统，让它自动响应失败与告警。
把大型任务交给 Devin，它会拆分给并行云端智能体，即使你关闭笔记本也会继续工作并汇报结果。
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.
专项更强A general autonomous agent platform executing multi-step goals and browsers, suitable for broader web and coding workflows.
专项更强会学习你编码品味的 AI 编程智能体
专项更强简化计算机视觉数据集标注与模型训练，但不太适合通用的 LLM 文本任务。
免费 / 开源让多个编程智能体在各自独立的 worktree 中并行运行
专注于企业级数据标注和训练数据整理，类似于 Scale 的核心标注业务。
提供企业级多模态标注和数据管理工具，但对托管式标注人力的强调较少。
