Data month 2026-07
Best AI Observability & Eval Tools
As of 2026-07, AlphaMoat tracks 253 AI websites tagged AI Observability & Eval. The most visited is LMArena with 31.8M monthly visits (-0.6% MoM). Ranked by latest monthly traffic, updated monthly.
#ProductIndustryVisitsMoM
2
Programming6.1M+39.6%
Artificial Analysis
AI Model & API Providers Analysis 是 Artificial Analysis 旗下与 artificialanalysis.ai 对应的产品官网，主要提供：Comparison and analysis of AI models and API hosting providers. Independent benchmarks across key performance metrics including quality, price, output speed & latency.
3
Programming6.1M+2.7%
Datadog
Datadog 对应 datadoghq.com。See inside any stack, any app, at any scale, anywhere.
4
Education3.3M+4.9%
Sentry
Sentry 对应 sentry.io。Application performance monitoring for developers & software teams to see errors clearer, solve issues faster & continue learning continuously. Get started at sentry.io.
5
Programming3.2M+12.9%
PostHog
PostHog – We make dev tools for product engineers 对应 posthog.com。All your developer tools in one place. PostHog gives engineers everything to build, test, measure, and ship successful products faster. Get started free.
8
Business1.3M-5.4%
Grafana Labs
Grafana Labs 对应 grafana.com。Avoid lock-in and ensure reliability with Grafana Cloud. The AI-powered platform built on open standards unifies metrics, logs, traces, profiles, and business data.
13
General AI541.9K+23.8%
Epoch AI
Epoch AI 是 Epoch AI 旗下与 epoch.ai 对应的产品官网，主要提供：Epoch AI is a research institute investigating key trends and questions that will shape the trajectory and governance of Artificial Intelligence.
14
General AI535.5K-12.7%
Better Stack
Better Stack 是 Better Stack 旗下与 betterstack.com 对应的产品官网，主要提供：AI SRE and MCP server, incident management, on-call, logs, metrics, traces, and error tracking. 7,000+ happy customers. 60-day money back guarantee.
15
AI Marketing414.7K-3.4%
Arena
Arena 对应 lmarena.ai。Chat, compare, vote for the world's best AI models. Join the community shaping the public leaderboard for LLMs, image, and code models through real-world evaluation.
16
Programming408.0K-22.5%
Comet
Comet is represented by comet.com. Comet provides an end-to-end model evaluation platform for AI developers, with best-in-class LLM evaluations, experiment tracking, and production monitoring.
17
Programming297.1K+7.7%
Honeycomb
Honeycomb 对应 honeycomb.io。Honeycomb is the observability platform built for AI-era software. Fast queries, unified telemetry, and LLM observability. Used by Slack, Intercom, and Dropbox.
20
Programming284.8K+20.7%
Braintrust
Braintrust 对应 braintrust.dev。Braintrust - The AI observability platform for building quality AI products
24
General AI253.5K-9.4%
METR
METR 是 METR Substack twitter 旗下与 metr.org 对应的产品官网，主要提供：METR is a research nonprofit that evaluates frontier AI models to help companies and wider society understand AI capabilities and what risks they pose.
25
General AI230.6K+7.7%
Mlflow
MLflow AI Platform 对应 mlflow.org。The largest open source AI engineering platform for agents, LLMs, and ML models. Debug, evaluate, monitor, and optimize your AI applications. Built for teams of all sizes.
26
Programming192.8K-6.1%
Label Studio
适用于所有数据类型的灵活数据注释支持计算机视觉，自然语言处理，语音，声音和视频模型，可自定义的标签和注释模板，通过Webhooks，Python SDK和API与ML / AI管道集成，ML辅助注释与后端集成，连接到云对象存储 (S3和GCP)，使用data manager进行高级数据管理，支持多个项目和用户，并获得数据科学家社区的广泛信任
27
Programming183.4K+16.1%
Promptfoo
Build Secure AI Applications is represented by promptfoo.dev. The AI Security Platform that catches vulnerabilities in development. Trusted by 127 of the Fortune 500 and 300,000+ developers worldwide.
28
General AI172.7K-6.1%
Vectra
Vectra AI is represented by vectra.ai. We protect modern networks from modern attacks. Vectra AI sees attackers' every move, connecting the dots across network, identity, and cloud.
29
General AI166.8K+6.9%
Evidentlyai
Evidently AI is represented by evidentlyai.com. Ensure your AI is production-ready. Test LLMs and monitor performance across AI applications, RAG systems, and multi-agent workflows. Built on open-source.
30
Programming134.1K+235.1%
PromptQuorum
PromptQuorum 是 PromptQuorum 旗下与 promptquorum.com 对应的产品官网，主要提供：Prompt optimization and management across 25+ AI models. Run one prompt, compare outputs, detect hallucinations, and pick the best answer. Free with your API key.
31
General AI131.7K+14.8%
Voxel51
Voxel51 is represented by voxel51.com. Voxel51 empowers multimodal and physical AI builders to unlock visual data insights and maximize model performance. Start building today.
33
General AI117.2K+7.6%
Getmaxim
Maxim AI is represented by getmaxim.ai. Evaluate and ship your AI applications with quality, speed, and reliability.
34
General AI116.3K+21.1%
Confident Ai
Confident AI is represented by confident-ai.com. Confident AI is the AI quality layer for engineers, QA teams, and product leaders. Benchmark, test, and monitor AI systems with research-backed metrics.
35
General AI103.0K-6.2%
Helicone
Helicone.ai is represented by helicone.ai. Routing and monitoring for reliable AI apps - the LLMOps platform behind the fastest-growing AI companies.
38
General AI81.6K+16.6%
Future AGI
Future AGI is represented by futureagi.com. Build self-improving agents. Catch what breaks. Know why. Fix it. Ship smarter every time.
39
General AI80.8K+22.8%
OrcaRouter
OrcaRouter 是 OrcaRouter 旗下与 orcarouter.ai 对应的产品官网，主要提供：One OpenAI-compatible AI gateway for production AI — adaptive routing, load balancing, guardrails, agent firewall, observability and governance across 200+ models.
40
General AI71.1K+3.6%
Raindrop
Raindrop is represented by raindrop.ai. Monitor your AI Agent the right way. Get alerted when your agent fails in production, trace exactly what went wrong, and prove your fix worked.
41
Programming67.9K-1.8%
Respan
Respan 对应 respan.ai。Respan is the LLM engineering platform that unifies observability, evals, prompt optimization, and a unified LLM gateway. Ship reliable AI applications with confidence.
43
Productivity63.3K-14.6%
ClearML
数据操作数据管理实验管理和可视化模型培训和生命周期管理协作，仪表板和报告模型管理，仓库和版本控制自动化 (CI/CD) 和管道模型服务和监视完全可见的基础架构使用情况自动将环境打包并部署到远程计算机减少计算，硬件和资源成本，以优化性能
44
Business55.4K+7.3%
Fiddler
Fiddler AI is represented by fiddler.ai. The Fiddler AI Control Plane provides enterprises with visibility, context, and control across the agentic lifecycle with observability, guardrails, and governance.
48
General AI50.2K+15.9%
Giskard
AI Red Teaming & LLM Security Platform is represented by giskard.ai. Secure AI agents with Giskard’s continuous AI red teaming. Detect vulnerabilities, improve LLM security, and safeguard your AI systems.
49
Audio48.8K+22.7%
Cekura
Cekura is represented by cekura.ai. End-to-end testing and observability for Conversational AI. Run pre-production simulations across diverse personas and monitor production conversations to test instruction-following, tool calls, and conversational quality.
Related tags
Data month: 2026-07 · Visit figures are third-party traffic estimates aggregated monthly — best for scale and trends. Multiple domains of the same product are merged. See methodology.