# Fiddler AI vs Openlayer Fiddler AI 记录了 44,204 月访问量，月度环比增长为 -10.2%，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。 | 指标 | [Fiddler AI](https://openaitools.app/zh/tool/fiddler-ai) | [Openlayer](https://openaitools.app/zh/tool/openlayer) | | :--- | :--- | :--- | | 官网地址 | https://www.fiddler.ai | https://www.openlayer.com | | 分类 | AI 监控, Large Language Models (LLMs) | AI 测试, AI 监控, Large Language Models (LLMs), AI Developer Tools | | 定价模式 | 定价请咨询 | 免费增值，定价请咨询 | | 月访问量 | 44,204 | 48,415 | | 月度环比增长率 | -10.2% | -6.4% | | 主要市场 | 美国 | 美国 | | 直接访问量 | 9,131 | 25,940 | | 评价得分 | 4.4 | 4.4 | | 收藏数 | 1 | 1 | | 支持平台 | 网站 | 网站 | ## Fiddler AI Fiddler AI 将自己定位为「AI 控制平面」——一套覆盖企业 AI 全生命周期的信任体系，从编码智能体编写软件的创建层，一直到智能体运行业务的生产层。它不把可观测性、评估、安全与治理当作四个独立产品，而是把它们整合起来，让团队只回答一个问题：我的智能体运转正常吗，而且在安全地运转吗？ 平台覆盖两类模型。对于预测型 ML，它提供传统的模型监控、漂移检测与可解释性，帮助数据科学团队保持高准确率并排查回退。对于生成式与智能体系统，它在其上叠加持续评估、智能体可观测性与策略执行，让你能追踪每一次智能体决策、按自有标准评估质量，并对不安全内容进行内联拦截或脱敏。 一项关键的技术押注是 Fiddler Centor 模型——安全且高性价比的模型，在环境内运行护栏与评估，而不是为每条链路调用外部 LLM API。厂商称，相比基于基础模型的评估方式，这可将评估 TCO 最多降低 98%，并报告低于 80 毫秒的执行延迟、在生产中拦截越狱尝试达 99% 的精确率。治理功能维护已接入智能体的实时清单，并记录每次执行决策作为审计证据，直击 GRC 标准与新兴 AI 法规要求。 **定价与套餐:** 联系获取报价。Fiddler 设有 Pricing Plans 页面并提供「联系销售」入口，而非公布固定价格；费用取决于部署范围、智能体与模型规模，以及你选择 SaaS、VPC 还是 AWS GovCloud 部署。 - **智能体与 ML 可观测性:** 在单一视图中查看每个智能体与预测模型的表现，每次动作、token 与花费都可按用户和团队追溯。 - **环境内护栏与评估:** Fiddler Centor 模型在你的网络内部执行策略与持续评估，避免外部 LLM API 调用及其隐性成本。 - **请求路径上的内联策略执行:** 在同一次请求路径上检测并脱敏 PII、PHI 与密钥——既在提示词到达模型之前，也在响应到达开发者之前——延迟低于 80 毫秒。 - **可审计的 AI 治理:** 为每个接入的智能体维护实时清单，记录每次执行决策的触发者与结果，随时应对 GRC 与 AI 监管审计。 - **灵活部署方式:** 支持 SaaS、你的 VPC 或 AWS GovCloud，提供 100 多项预置指标与任意自定义指标，并集成 AWS、Google Cloud、NVIDIA、Databricks 与 Datadog。 **优势:** 单一平台同时覆盖代码创建层与生产层; Centor 模型免去每条链路的外部 LLM API 调用，大幅降低评估成本; 内联执行可检测并脱敏 PII、PHI 与密钥，报告延迟低于 80 毫秒; 可审计治理与实时智能体清单，直接对应 GRC 与 AI 监管需求 [工具详情（Markdown）](https://openaitools.app/zh/tool/fiddler-ai.md) ## Openlayer 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. **定价与套餐:** Openlayer offers a free Basic plan covering one member, five projects, 20,000 monthly requests, three months of data retention, the AI test library, CI/CD integration, observability, alerting, and community support. The Enterprise plan is custom-quoted and adds unlimited members and projects, role-based access control, SAML SSO, explainability, data annotation, custom retention, on-premise deployment, compliance reporting, a 99.99% SLA, and white-glove onboarding. - **AI test library and custom evals:** 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. - **CI/CD regression testing:** 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. - **Observability, tracing, and cost analytics:** 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. - **Governance registry and lifecycle gates:** 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. - **Compliance mapping and audit evidence:** Built-in frameworks such as the EU AI Act and NIST AI RMF turn policy into tracked rules, so you can see progress per project and export the evidence regulators and auditors ask for. **优势:** Covers the full loop from pre-release testing to production monitoring and governance in one platform; Strong compliance and risk-mapping capability built for regulated industries; Generous free Basic plan makes evaluation tooling accessible to small teams; CI/CD integration lets quality gates block releases automatically **局限:** Enterprise pricing is custom-quoted, so costs are not transparent up front; Compliance reporting and the deepest governance features sit behind the Enterprise plan; The breadth of layers can be a lot to adopt at once for teams that only need basic evals; Small free plan limits (one member, five projects) make it a try-it tier rather than a team plan [工具详情（Markdown）](https://openaitools.app/zh/tool/openlayer.md) ## 常见问题 ### Fiddler AI 和 Openlayer 在月流量上如何比较？ Fiddler AI 有 44,204 月访问量，而 Openlayer 有 48,415。流量估算描述的是受众规模，而非产品质量。 ### 它们的增长率如何比较？ Fiddler AI 的月度环比增长率为 -10.2%；Openlayer 为 -6.4%。 ### 价格如何比较？ Fiddler AI: 定价请咨询。联系获取报价。Fiddler 设有 Pricing Plans 页面并提供「联系销售」入口，而非公布固定价格；费用取决于部署范围、智能体与模型规模，以及你选择 SaaS、VPC 还是 AWS GovCloud 部署。 Openlayer: 免费增值，定价请咨询。Openlayer offers a free Basic plan covering one member, five projects, 20,000 monthly requests, three months of data retention, the AI test library, CI/CD integration, observability, alerting, and community support. The Enterprise plan is custom-quoted and adds unlimited members and projects, role-based access control, SAML SSO, explainability, data annotation, custom retention, on-premise deployment, compliance reporting, a 99.99% SLA, and white-glove onboarding. ## 替代工具 | # | 工具名称 | 月访问量 | 月度环比增长率 | 定价模式 | 简介 | 工具详情（Markdown） | | :--- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [Datadog](https://openaitools.app/zh/tool/datadog) | 5,175,760 | -4.8% | 免费增值，免费试用，付费，定价请咨询，免费 | 面向云规模工程团队的统一可观测性、安全与事件响应平台 | [.md](https://openaitools.app/zh/tool/datadog.md) | | 2 | [Arize AI](https://openaitools.app/zh/tool/arize-com) | 249,028 | +3.2% | 付费，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 | [.md](https://openaitools.app/zh/tool/arize-com.md) | | 3 | [Mindgard](https://openaitools.app/zh/tool/mindgard) | 153,455 | +1.3% | 定价请咨询 | 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. | [.md](https://openaitools.app/zh/tool/mindgard.md) | | 4 | [Future AGI](https://openaitools.app/zh/tool/future-agi) | 121,741 | -7.8% | Freemium, Usage-based | 构建、模拟、评估并监控可自我改进的 AI 智能体 | [.md](https://openaitools.app/zh/tool/future-agi.md) | | 5 | [Maxim AI](https://openaitools.app/zh/tool/maxim-ai) | 121,351 | +10% | Contact for Pricing, Free Open Source | 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, an | [.md](https://openaitools.app/zh/tool/maxim-ai.md) | | 6 | [PromptLayer](https://openaitools.app/zh/tool/promptlayer) | 85,899 | -4.6% | 免费试用，定价请咨询 | AI 工程团队的协作层 | [.md](https://openaitools.app/zh/tool/promptlayer.md) | | 7 | [Confident AI](https://openaitools.app/zh/tool/confident-ai) | 83,400 | -3.3% | 免费增值，付费，定价请咨询 | 在整个组织内统一 LLM 评估、可观测性与红队测试标准 | [.md](https://openaitools.app/zh/tool/confident-ai.md) | | 8 | [Gamma.AI](https://openaitools.app/zh/tool/gamma-ai) | 71,636 | -26.2% | 定价请咨询 | 面向 SaaS 环境的 AI 云数据防泄漏与安全意识培训 | [.md](https://openaitools.app/zh/tool/gamma-ai.md) | | 9 | [Middleware](https://openaitools.app/zh/tool/middleware) | 35,967 | -12.3% | 免费增值，定价请咨询 | 配备可自动修复问题的 AI SRE 代理的全栈可观测性平台 | [.md](https://openaitools.app/zh/tool/middleware.md) | | 10 | [Credo AI](https://openaitools.app/zh/tool/credo-ai) | 34,027 | -21.9% | 定价请咨询 | 面向智能体、模型与供应商的企业级 AI 治理平台 | [.md](https://openaitools.app/zh/tool/credo-ai.md) | --- 来源：https://openaitools.app/zh/compare/fiddler-ai-vs-openlayer 更多 Markdown 页面: [分类](https://openaitools.app/zh/categories.md) · [流量排名](https://openaitools.app/zh/rankings.md) · [llms.txt](https://openaitools.app/zh/llms.txt)