Data month 2026-08

Best AI Observability & Eval Tools

As of 2026-08, AlphaMoat tracks 330 AI websites tagged AI Observability & Eval. The most visited is Arena with 29.9M monthly visits (-7% MoM). Ranked by latest monthly traffic, updated monthly.

#ProductCompanyIndustryVisitsMoM
1
Arena
Public LLM leaderboard built from community votes
LMArenaNews & Analytics29.9M-7%
2
Artificial Analysis
Independently compare AI model and API-provider performance.
Artificial AnalysisGeneral AI7.7M+25.8%
3
Datadog
AI observability and security platform for any tech stack.
DatadogProgramming5.7M-6.2%
4
PostHog
Automatically diagnose product issues, fix bugs, and generate code changes.
PostHogProgramming3.4M+3.5%
5
Sentry
Help development teams find errors and monitor application performance.
SentryProgramming3.0M-8.4%
6
Toloka
A training-data platform combining human expertise and technology for agents and LLMs.
TolokaProgramming2.4M-9.2%
7
Prompts
Track, visualize, and improve machine-learning experiment workflows
Weights & BiasesGeneral AI2.0M-4.6%
8
Design Arena
An arena where user votes seat design models.
Design ArenaGeneral AI1.3M-11.3%
9
LLM Stats
An independent AI model leaderboard comparing GPT, Claude, Gemini, Llama and more on a single page.
LLM StatsGeneral AI1.2M+5.6%
10
Grafana Labs
A cloud platform unifying metrics, logs, and traces with troubleshooting aid.
GrafanaProgramming1.1M-9.6%
11
CodexRadar
A monitoring and community-info platform for OpenAI Codex users.
CodexRadarGeneral AI946.3K+3.2%
12
Harness
An AI DevOps platform spanning delivery, testing, security, and cost optimization.
HarnessProgramming871.9K-2.2%
13
OrcaRouter
A production-ready OpenAI-compatible AI gateway that unifies multi-model routing.
OrcaRouterGeneral AI833.0K+931.4%
14
Langfuse
Open-source tracing, evaluation, and continuous improvement for production AI agents.
LangfuseGeneral AI828.9K-13.4%
15
Epoch AI
Researching the capabilities of intelligent compute models and industry development trends.
Epoch AINews & Analytics608.8K+12.3%
16
Scale
Provides training data, evaluation, and full-stack tech to build reliable intelligent systems
ScaleGeneral AI569.9K-4.3%
17
Better Stack
An AI SRE unifying incident response, on-call, and log-metric tracking.
Better StackProgramming550.0K+2.7%
18
Pydantic
End-to-end AI engineering stack for production-grade agents.
PydanticProgramming454.4K-15.3%
19
METR
Independently assessing frontier AI capability risk and real-work impact.
METRGeneral AI446.7K+76.2%
20
Comet
Track, evaluate, debug and improve AI apps and agents
Comet MLGeneral AI282.8K-30.7%
21
lmsys
Incubate open, accessible, and scalable large-model systems.
LMSYSGeneral AI267.8K-7.4%
22
Honeycomb
Unified telemetry and fast observable queries for AI-era software.
Hound TechnologyGeneral AI240.4K-19.1%
23
Braintrust
Track evaluations in real time and locate AI agent regression issues.
BraintrustGeneral AI238.5K-16.2%
24
WakaTime
Quantify individuals' and teams' AI coding activity and cost
WakaTimeProgramming236.0K-20.2%
25
Arize AI
Continuously track, evaluate and experiment to improve AI agents in production.
Arize AIGeneral AI235.4K-8%
26
Portkey
Provide gateway, routing, logging and prompt management for generative AI apps.
PortkeyGeneral AI226.2K-15%
27
Hume AI
A platform that gathers real human feedback and continuously evaluates voice and conversation AI.
Hume AIAudio211.3K-20.4%
28
Mlflow
Open-source platform to manage, evaluate, and monitor agents, LLMs, and ML.
MLflowGeneral AI186.2K-19.2%
29
Label Studio
Open-source labeling for multimodal training data, agent traces, and LLM evaluation.
HumanSignalGeneral AI185.6K-3.7%
30
Snorkel AI
Data development and evaluation infrastructure for frontier LLMs.
Snorkel AIGeneral AI185.1K-6.9%
31
Vectra
Discover real-time attack signals across networks, identity, cloud, and AI environments
VectraProgramming175.7K+1.7%
32
Vals
Independent AI evaluation benchmark platform
ValsGeneral AI167.3K-11.3%
33
Getmaxim
Simulate, evaluate and observe generative AI agents in real time
H3 LabsGeneral AI162.5K+38.6%
34
PromptQuorum
A tool that sends one prompt to 25 models for consensus comparison.
PromptQuorumGeneral AI161.2K+20.2%
35
Promptfoo
Open-source evaluation and red-teaming for LLM apps and agents
PromptfooGeneral AI158.2K-13.7%
36
Evidentlyai
Open-source evaluation and monitoring for LLM retrieval and machine learning systems
Evidently AIGeneral AI157.2K-5.8%
37
Future AGI
Simulate, evaluate, monitor and improve AI agents in production
Future AGIGeneral AI117.0K+43.3%
38
Confident Ai
Unifies LLM evaluation, tracing, and production observability for enterprises.
Confident AIGeneral AI114.8K-1.3%
39
Voxel51
A multimodal data curation platform for physical AI
Voxel51General AI108.3K-17.7%
40
Respan
Observe, evaluate, and manage production AI models and prompts.
Keywords AIGeneral AI89.1K+28.8%
41
Helicone
An LLMOps platform that routes and monitors large model requests in one place
HeliconeGeneral AI85.2K-17.3%
42
Opper AI
EU-hosted unified AI agent gateway across models
OpperProgramming82.1K+5.2%
43
Yourpersonalai
Enterprise-grade AI data and implementation services covering multimodal collection, labeling, and evaluation.
YPAIGeneral AI79.8K+7.2%
44
Stanford Agentic Reviewer
A free AI paper-review tool from Stanford.
Stanford Agentic ReviewerEducation & Research71.2K-42.8%
45
Orq.ai
Sovereign-grade AI gateway and agent platform.
Orq.aiGeneral AI70.0K+0.8%
46
Cekura
An automated testing platform for voice and conversation agents.
CekuraGeneral AI66.2K+35.5%
47
World of AI Bench
An AI model benchmark on real coding tasks.
World of AI BenchGeneral AI64.0K+50.8%
48
MagicArena
A visual large-model arena to compare generation effects side by side.
MagicArenaGeneral AI60.5K-28.8%
49
Fiddler
Evaluate and monitor performance risks in machine learning models
Fiddler AIGeneral AI57.2K+3.4%
50
Milestone
An intelligence platform measuring AI engineering spend, output quality, and return.
MilestoneProgramming52.6K-4.2%
Browse all 330 AI Observability & Eval products →

Related tags

Data month: 2026-08 · Visit figures are third-party traffic estimates aggregated monthly — best for scale and trends. Multiple domains of the same product are merged. See methodology.