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Ranked on the record · 24 apps

Best Model Monitoring Software 2026

Model monitoring software is for keeping watch on models and the signals associated with their operation. Compare drift detection, bias monitoring, data quality monitoring, and performance monitoring to see which areas are covered in the listed capabilities. Deployment options and monitored model limits add operational considerations, while free-plan availability and paid-from pricing provide cost context. The entries include Arize AX, W&B Weave, and Langfuse, as well as Opik and Helicone. Consider which kinds of changes or issues matter for the models you support, and weigh those needs against the monitoring and deployment details provided.

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

Evidently AI

Evidently AI suits teams evaluating or monitoring language models, RAG applications, agents, or predictive ML workflows.

WebWindowsMac+3
Record6.1 Visit
03

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
04

NannyML

NannyML suits teams monitoring deployed machine-learning models, especially when ground truth is delayed or absent.

WebLinuxAPI+1
Record6.0 Visit
05

Deepchecks

It suits teams evaluating and monitoring LLM applications in production, especially those needing configurable deployment options or integrations.

WebMacLinux+2
Record5.9 Visit
6
Langfuse

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

WebLinuxAPI+1 $29 a month Record5.7 Visit
7
LangWatch

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

WebMacLinux+2 €29 a month Record5.7 Visit
8
OpenLIT

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

WebWindowsMac+3 Free plan Record5.6 Visit
9
SUPERWISE

SUPERWISE suits engineers and AI teams building language-model applications and agents.

WebWindowsMac+4 $9 a month Record5.5 Visit
10
LangSmith

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

WebWindowsMac+3 $39 usage-based Record5.3 Visit
11
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
12
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
13
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
14
Qualdo-MQX

Qualdo-MQX suits teams monitoring deployed machine-learning models across supported cloud ecosystems.

WebAPISelf-hosted $79 a month Record5.0 Visit
15
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
16 WebAPISelf-hosted $20 a month Record4.8 Visit
17
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
18
Memoturn

Memoturn suits teams building LLM applications that need to inspect production traffic, monitor spending, evaluate quality, and manage prompts.

WebLinuxAPI+1 Free plan Record4.7 Visit
19
Arize AX

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

WebAPISelf-hosted $50 a month Record4.5 Visit
20
Arthur

Arthur suits enterprise teams that need to find and monitor AI agents, apply governance policies, or manage agent deployments alongside sensitive workloads.

WebAPISelf-hosted $60 a month Record4.5 Visit
21
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
22
Arize Phoenix

Phoenix suits teams that need to inspect AI application traces and compare evaluation results across versions.

WebAPISelf-hosted Free plan Record4.4 Visit
23
HoneyHive

It suits AI platform teams, AI engineers, domain experts, and risk and governance teams that need production agent visibility.

WebAPISelf-hosted Free plan Record4.4 Visit
24
Pulsar

Pulsar is aimed at software engineers, data scientists, and machine-learning engineers monitoring deployed models.

APISelf-hosted Free plan Record4.1 Visit