专项更强直接将团队与经过验证的人类参与者连接以进行偏好调整与研究,但缺乏托管的端到端标注管线。
Appen 记录了 665,840 月访问量,月度环比增长为 +0.2%,定价为定价请咨询。Outerbase 记录了 9,191 月访问量,增长率为 +13%,定价为定价请咨询。

Outerbase is an AI-native workspace for exploring, querying and visualizing data across SQL and NoSQL databases. It pairs an ask-in-plain-English assistant with a spreadsheet-style table editor, dashboards and a shared data catalog, so engineers and analysts can work on the same data without fighting tooling. As of 2025 the team has joined Cloudflare.
| 维度 / 指标 | ![]() | ![]() |
|---|---|---|
| 官方域名 | appen.com | outerbase.com |
| 定价模式 | 定价请咨询 | 定价请咨询 |
| 月访问量 | 66.58万 (665,840) | 9191 (9,191) |
| 月度环比流量变化 | +1103 (+0.2%) | +1059 (+13%) |
| 主要市场与份额 | 🇺🇸 美国 (22%) | 🇺🇸 美国 (35.1%) |
| 直接访问 / 月 | 23.83万 | 3642 |
| 用户评分 | 4.4 | 4.3 |
| 支持的平台 | 网站 | 网站 |

为前沿 AI 模型提供人工验证的训练数据与评估服务
思维链推理轨迹、专家级 RLHF、监督微调示范与对抗性红队数据,服务于最强能力的模型。
黄金轨迹、RL 环境设计、失败模式分类法,以及基于软件工程任务的智能体深度评估。
多语种 ASR 与会话语音数据、表现力 TTS 标注、视觉语言模型训练数据、视频动作标注与语音助手评估。
LiDAR 点云标注、多摄像头传感器融合、机器人示范轨迹、世界模型推演与具身交互日志。

Outerbase is an AI-native workspace for exploring, querying and visualizing data across SQL and NoSQL databases. It pairs an ask-in-plain-English assistant with a spreadsheet-style table editor, dashboards and a shared data catalog, so engineers and analysts can work on the same data without fighting tooling. As of 2025 the team has joined Cloudflare.
Type a question in plain English and get an instant answer drawn from your connected data, without writing SQL by hand.
The AI editor reviews your SQL, corrects mistakes and suggests improvements, then turns result sets into presentation-ready charts automatically.
A snappy grid built from scratch for fast navigation of large tables, with customizable table plugins and edit-in-place controls.
Compose analytics boards manually or hand them to the AI, then embed charts anywhere using open-source web components.
专项更强直接将团队与经过验证的人类参与者连接以进行偏好调整与研究,但缺乏托管的端到端标注管线。

结合自定义软件与专门的专家团队来处理复杂业务,但属于量身定制的服务。

免费 / 开源把问题转化为可信、可治理答案的 agentic 数据分析平台
结合强大的数据标注工具与自动化工作流程,但比人力托管服务更专注于软件工具。
免费 / 开源与数据对话,获取分析、图表、报告与幻灯片
提供先进的多模态数据策展与标注基础设施,但标注工作需要自备人力。


免费 / 开源Provides a flexible open-source annotation platform for self-hosting, but lacks Appen's managed enterprise human workforce services.
免费 / 开源Provides a flexible open-source annotation platform for self-hosting, but lacks Appen's managed enterprise human workforce services.

免费 / 开源Quadratic is an AI spreadsheet where you connect live data, ask questions in plain language, and get Python, SQL, JavaScript or formulas plus charts that you can read, verify and share with your team.