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Ranked on the record · 31 apps

Best AI Agent Observability Tools 2026

When you need visibility into AI agent activity, observability tools can be compared by the traces and session details they make available. Check agent framework support alongside prompt and tool tracing, session replay, and trace retention to understand what you can inspect and for how long. Cost tracking, deployment options, free-plan availability, and paid-from pricing add further comparison points. SigNoz, Agenta, and PetalTrace are among the named options, along with Traccia and TraceRoot. The right balance depends on what you need to review across agent sessions, how you plan to deploy, and which cost information you want to track. Use the listed capabilities and access details to weigh those needs.

01

Weave suits teams building or operating production AI agents that need tracing, evaluations, interaction monitoring, or prompt comparisons.

Free plan Free trial Open source From $60 a month iPhone & iPadWebWindowsMacLinuxAPI+1
02

Opik

Opik suits teams developing applications or agents that call an LLM and need to inspect, evaluate, and monitor their behavior.

WebWindowsMac+3
Record6.1 Visit
03

SigNoz

SigNoz suits teams monitoring application and infrastructure telemetry across logs, metrics, traces and exceptions.

AndroidiPhone & iPadWeb+2
Record5.9 Visit
04

Langfuse

Langfuse suits teams building AI agent applications that need tracing, prompt management, and evaluation tools.

WebLinuxAPI+1
Record5.7 Visit
05

LangWatch

LangWatch suits AI teams working on agents, including developers, product owners, QA, and domain experts involved in evaluation workflows.

WebMacLinux+2
Record5.7 Visit
6
OpenLIT

OpenLIT suits developers who want to observe LLM applications, prompts, evaluations, and costs.

WebWindowsMac+3 Free plan Record5.6 Visit
7
Agenta

Agenta suits teams that want to create and operate AI agents across work tools, with cloud or self-hosted deployment options.

WebAPISelf-hosted $29 a month Record5.5 Visit
8
LangSmith

LangSmith suits teams developing AI agents that need evaluation, prompt tools, tracing, and production monitoring.

WebWindowsMac+3 $39 usage-based Record5.3 Visit
9
Maxim AI

It is designed for cross-functional AI teams, including product managers who want to define and analyze evaluations without code and developers who use SDKs, a CLI, or…

WebAPISelf-hosted $29 a month Record5.3 Visit
10 WebWindowsMac+2 — Record5.2 Visit
11
Traccia

Traccia suits teams that need to inspect agent runs, evaluate outputs, or enforce limits on calls.

WebAPI $99 a month Record5.2 Visit
12
VoltOps

VoltOps suits teams managing AI agents, from small teams using Core to larger teams with advanced needs on Pro.

WebAPISelf-hosted $50 a month Record5.2 Visit
13
Helicone

It suits teams building or operating AI applications that need provider routing, request tracing, or cost visibility.

WebAPISelf-hosted $79 usage-based Record5.1 Visit
14 WebAPISelf-hosted $40 a month Record5.0 Visit
15
Braintrust

Braintrust is intended for teams running AI agents in production, from early-stage projects to enterprise deployments.

WebAPISelf-hosted $249 a month Record5.0 Visit
16 WebLinuxAPI+1 Free plan Record5.0 Visit
17
PetalTrace

PetalTrace suits developers who need to inspect and compare AI agent workflows.

WebWindowsMac+3 Free plan Record5.0 Visit
18 WebAPISelf-hosted Free plan Record5.0 Visit
19
Laminar

Laminar suits teams building AI agents that need to trace model and tool activity, investigate runs, or evaluate changes against datasets.

WebAPISelf-hosted $30 a month Record4.8 Visit
20 WebAPISelf-hosted $20 a month Record4.8 Visit
21
Respan (formerly Keywords AI)

Respan suits startup and enterprise teams tracing workflows, evaluating agent behavior, and monitoring production AI systems.

WebAPISelf-hosted $199 a year Record4.8 Visit
22
Fiddler AI

Fiddler AI is aimed at enterprises managing AI agents and predictive applications at scale, including teams that need monitoring, guardrails, and audit evidence.

WebAPISelf-hosted Free plan Record4.7 Visit
23
TraceRoot

TraceRoot suits teams operating AI agents that want to detect production issues and investigate fixes against code and GitHub history.

Web $30 a month Record4.6 Visit
24
Arize AX

Arize AX suits teams working to observe, evaluate, and improve AI agents in production.

WebAPISelf-hosted $50 a month Record4.5 Visit
25
Galileo

Galileo is designed for engineers, product managers, and subject matter experts building AI applications.

WebAPISelf-hosted $100 a month, billed yearly Record4.5 Visit