
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。
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。SuppCo 记录了 207,874 月访问量,增长率为 -21.9%,定价为免费增值。

SuppCo is a supplement tracker and optimizer that scores the products you already take. It rates quality with a 29-attribute TrustScore, analyses your whole stack for coverage, dosing and nutrient overlap, and pairs the data with protocols from recognised functional-medicine experts.

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。

SuppCo is a supplement tracker and optimizer that scores the products you already take. It rates quality with a 29-attribute TrustScore, analyses your whole stack for coverage, dosing and nutrient overlap, and pairs the data with protocols from recognised functional-medicine experts.
Scan or search products to see a quality rating built from 29 attributes covering manufacturing standards, testing benchmarks and inactive ingredients.
Get a StackScore for your routine along with nutrient-level coverage, dosing feedback and gap analysis against your health goals.
Follow regimens designed by clinicians and functional-medicine experts for goals like longevity, gut health, fitness, weight management and fertility.
Smart scheduling, reminders and daily intake logging so you actually stick to your supplement routine.

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。

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.

免费 / 开源具备强大的测试与提示词评估工具,不过其监控界面较少面向海量遥测流。
免费 / 开源具备强大的测试与提示词评估工具,不过其监控界面较少面向海量遥测流。
高度专注提示词管理与版本控制,而 Arize 则优先考虑端到端追踪与机器学习可观测性。

通过 DeepEval 提供全面的大模型评估和单元测试,但缺乏 Arize 深入的生产监控基础设施。
通过 DeepEval 提供全面的大模型评估和单元测试,但缺乏 Arize 深入的生产监控基础设施。
专项更强结合生物标记检测与健康计划,但未提供特定的补充剂质量评级或组合剂量。
专项更强Stronger focus on compliance enforcement and AI governance, but less specialized for deep developer tracing workflows.

免费 / 开源开源可观测性:发现 AI Agent 的故障,并直接修复
提供企业级治理与模型可解释性功能,但纯大模型追踪的初始设置门槛较高。