Labelbox 记录了 762,803 月访问量，月度环比增长为 -22.8%，定价为定价请咨询。Openlayer 记录了 48,415 月访问量，增长率为 -6.4%，定价为免费增值，定价请咨询。
Openlayer is a platform that tests AI systems before release, monitors them in production, and enforces policy and compliance requirements across every model and agent your company runs.
| 维度 / 指标 |  | |
|---|---|---|
| 官方域名 | labelbox.com | openlayer.com |
| 定价模式 | 定价请咨询 | 免费增值，定价请咨询 |
| 月访问量 | 76.28万 (762,803) | 4.84万 (48,415) |
| 月度环比流量变化 | -22.52万 (-22.8%) |
| -3303 (-6.4%) |
| 主要市场与份额 | 🇺🇸 美国 (21.9%) | 🇺🇸 美国 (44.1%) |
|---|
| 直接访问 / 月 | 37万 | 2.59万 |
|---|
| 用户评分 | 4.4 | 4.4 |
|---|
| 支持的平台 | 网站 | 网站 |
|---|
前沿 AI 训练所用的环境，以及负责重复性工作的智能体
覆盖视觉、语言与生成任务的结构化标注、数据策展、模型评估与人机协同复核，构成训练与评估数据的基础。
Recursion 智能体由构建、告警、代码提交、检查点和定时任务自主启动，并在后台持续工作直至任务完成且可审查。
专业智能体覆盖软件工程、可靠性、安全、ML 研究、评估、研发、产品与财务，从修复不稳定测试到撰写事故复盘初稿。
每次运行都由评分智能体打分，评分后的会话留下记忆、笔记与技能，供下一次会话在行动前读取。
Openlayer is a platform that tests AI systems before release, monitors them in production, and enforces policy and compliance requirements across every model and agent your company runs.
Dozens of pre-built evaluations cover quality, safety, security, and performance, with LLM-as-a-judge scorers, session-level metrics, and support for writing your own custom tests against your own data.
Import a repository and run evaluation suites automatically on every change, benchmark each iteration, and block releases when a metric regresses beyond the threshold you define.
Trace every request through multi-step agent workflows, including tool calls and retriever steps, with token counts, latency, cost per request, alerting integrations, and subpopulation analysis.
Register each AI system with an owner, purpose, data sensitivity, and risk tier, score inherent risk across multiple dimensions, and move systems through staged approval gates before they reach production.
专项更强简化从标注到模型部署的端到端计算机视觉工作流程，但缺乏 Labelbox 的通用企业级智能体编排功能。
#1
专项更强在互联环境中跟踪、评估并交付 AI 模型与智能体。
免费 / 开源面向生产级 AI 的智能体可观测性、评估与持续改进平台
专项更强Mindgard is an AI security platform that performs attacker-style reconnaissance, automated red teaming, and continuous testing of AI models, agents, and applications to find and fix exploitable vulnerabilities.
免费 / 开源提供灵活的开源替代方案用于自定义数据标注，但需要自行搭建与手动维护基础设施。
免费 / 开源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
提供强大的多模态标注与工作流程自动化，并为计算机视觉团队提供更直观的数据整理管道。
免费 / 开源构建、模拟、评估并监控可自我改进的 AI 智能体
免费 / 开源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
专项更强AI 工程团队的协作层
