Arize AI 记录了 249,028 月访问量，月度环比增长为 +3.2%，定价为付费，定价请咨询。Dust 记录了 547,217 月访问量，增长率为 +1.8%，定价为定价请咨询。
面向生产级 AI 的智能体可观测性、评估与持续改进平台
基于 OpenTelemetry 之上的 OpenInference 规范，采集智能体与 LLM 调用的 span、trace 和会话，埋点可跨工具复用。
在 span、trace 与会话三个层级运行评估，对海量生产数据衡量检索质量、工具调用与最终回答的优劣。
内置于产品中的智能体，可检查链路、推断根因，并给出供工程师上线前审阅的修复建议。
当需要让轨迹数据留在自有基础设施内时，可自行部署这一领先的开源追踪与评估工具。
人与智能体并肩协作的多方 AI 平台
连接 Slack、Notion、Google Drive、GitHub、Salesforce、Zendesk 等 70 多种工具，让智能体基于真实公司知识作答，而非泛泛而谈。
在同一平台接入消息、CRM、文档、项目管理、数据、财务工具及 MCP 服务器，让智能体跨系统执行操作而不只是聊天。
使用 OpenAI、Anthropic、Google、Mistral 等 20 多种前沿与开源模型构建智能体，为每项任务挑选最合适的模型。
双层权限模型、SCIM 同步群组、管理员管控覆盖、审计日志与用量分析，让团队高效推进的同时牢牢掌控公司数据。
专项更强Provides a unified connected workspace for team documents and databases, but lacks Dust's advanced multi-source enterprise knowledge indexing.
能与 CRM 生态系统深度集成以自动化企业工作流程，但与 Salesforce 软件套件绑定较深。
专项更强Taskade is an AI workspace that turns a single prompt into working business apps, complete with AI agents, automations, databases, tasks and docs — no code required.
专项更强擅长可视化无代码网页爬虫与数据自动化管线，但缺乏 Dust 专属的内部知识库架构。
擅长实验追踪与模型注册表工作流，但较少针对实时大模型生产可观测性进行专门设计。
专项更强Focuses on secure enterprise workflow automation and security orchestration, but requires more manual setup for custom AI agents.
专项更强Focuses on secure enterprise workflow automation and security orchestration, but requires more manual setup for custom AI agents.
免费 / 开源Sim is the open-source AI workspace for building, deploying and governing AI agents. Create agents visually, in Chat or in code, ground them in a synced knowledge base, connect 270+ integrations, and control access, spend and deployment from one place — on Sim Cloud or self-hosted.
免费 / 开源Sim is the open-source AI workspace for building, deploying and governing AI agents. Create agents visually, in Chat or in code, ground them in a synced knowledge base, connect 270+ integrations, and control access, spend and deployment from one place — on Sim Cloud or self-hosted.
免费 / 开源Includes integrated guardrails and simulation tools, but is less mature for large-scale enterprise production telemetry monitoring.
免费 / 开源Includes integrated guardrails and simulation tools, but is less mature for large-scale enterprise production telemetry monitoring.
