Numerous.ai 记录了 128,828 月访问量，月度环比增长为 -17%，定价为免费增值，免费试用，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。
把 ChatGPT 放进 Google Sheets 与 Excel，无需 API 密钥
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.
| 维度 / 指标 | | |
|---|---|---|
| 官方域名 | numerous.ai | scale.com |
| 定价模式 | 免费增值，免费试用，付费 | 定价请咨询 |
| 月访问量 | 12.88万 (128,828) | 61.69万 (616,915) |
| 月度环比流量变化 | -2.64万 (-17%) | +6.87万 (+12.5%) |
| 主要市场与份额 | 🇺🇸 美国 (20.1%) | 🇺🇸 美国 (44.2%) |
| 直接访问 / 月 | 3.27万 | 19.14万 |
| 用户评分 | 4.5 | 4.7 |
| 支持的平台 | 网站 | 网站 |
把 ChatGPT 放进 Google Sheets 与 Excel，无需 API 密钥
通过一个简单函数即可在任意单元格调用 AI——无需 API 密钥，无需切换聊天窗口，也不必在标签页之间复制粘贴。
把一个提示词向下拖动即可处理数千行；相同查询会被缓存，避免重复计费。
将问卷、文章、社交帖子等大段文本总结、改写、抽取并分类为规整的结构化列。
直接基于表格中的数据生成广告文案、关键词列表、SEO 内容与广告活动结构。
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。
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。
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。
专项更强在互联环境中跟踪、评估并交付 AI 模型与智能体。
专项更强Focuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
专项更强Focuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
免费 / 开源提供灵活的开源替代方案，适用于自定义数据标注和人机回环（Human-in-the-loop）标注管道。
专项更强构建、模拟、评估并监控可自我改进的 AI 智能体
专项更强Provides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
专项更强Provides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
面向公式、透视表与分析的 AI 表格助手
