📅 Updated: February 2026📊 59 Tools

Top AI Model Monitoring AI Tools Ranking [2026]

In February 2026, there are 59 AI Model Monitoring tools listed. LM Arena (Chatbot Arena) ranks #1 with 24.5M monthly visits. Portkey.ai - Control Panel for AI Apps is the fastest growing tool with 63.1% growth.

Category Leader
LM Arena (Chatbot Arena)
LM Arena (Chatbot Arena)
24.5M visits-3.3%

Category

🥇
LM Arena (Chatbot Arena)

LM Arena (Chatbot Arena)

lmarena.ai
-3.3%
Monthly Visits24.5M
Growth-838.8K
🥈
IBM Watson Studio

IBM Watson Studio

ibm.com
12.4%
Monthly Visits16.7M
Growth+1.8M
🥉
Azure Machine Learning

Azure Machine Learning

azure.microsoft.com
11.5%
Monthly Visits6.6M
Growth+681.4K
4
Weights & Biases

Weights & Biases

wandb.ai
3.6%
Monthly Visits2.2M
Growth+75.3K
5
Berri

Berri

litellm.ai
19.6%
Monthly Visits452.2K
Growth+74.1K
6
SiliconFlow

SiliconFlow

siliconflow.com
-7.8%
Monthly Visits286.8K
Growth-24.2K
7
Nyckel

Nyckel

nyckel.com
-9.6%
Monthly Visits274.6K
Growth-29.3K
8
Arize AI

Arize AI

arize.com
-17.8%
Monthly Visits244.1K
Growth-52.7K
9
Encord

Encord

encord.com
-4.9%
Monthly Visits239.8K
Growth-12.4K
10
Portkey.ai - Control Panel for AI Apps

Portkey.ai - Control Panel for AI Apps

portkey.ai
63.1%
Monthly Visits234.3K
Growth+90.6K
11
Agno

Agno

agno.com
6.0%
Monthly Visits225.4K
Growth+12.7K
12
Baseten

Baseten

baseten.co
44.6%
Monthly Visits197.3K
Growth+60.9K
13
Eden AI

Eden AI

edenai.co
0.8%
Monthly Visits192.4K
Growth+1.5K
14
Helicone

Helicone

helicone.ai
16.1%
Monthly Visits152.0K
Growth+21.1K
15
AiHubMix

AiHubMix

aihubmix.com
-9.4%
Monthly Visits141.4K
Growth-14.7K
16
Confident AI

Confident AI

confident-ai.com
12.9%
Monthly Visits120.2K
Growth+13.7K
17
DeepChecks

DeepChecks

deepchecks.com
9.6%
Monthly Visits119.8K
Growth+10.5K
18
Fiddler AI

Fiddler AI

fiddler.ai
40.3%
Monthly Visits89.5K
Growth+25.7K
19
HiddenLayer

HiddenLayer

hiddenlayer.com
7.6%
Monthly Visits76.2K
Growth+5.4K
20
Holistic AI

Holistic AI

holisticai.com
-3.7%
Monthly Visits74.7K
Growth-2.8K

Frequently Asked Questions

How are tools assigned to categories?

Tools are assigned to categories based on their primary functionality and use case. Many tools appear in multiple categories if they serve multiple purposes.

Why do some categories have more tools than others?

Some AI domains are more developed and have more available tools. Popular categories like content generation or image creation naturally have more tools than newer or more specialized categories.

How can I find the best tool for my specific need?

Browse the relevant category and sort by visits or growth to see the most popular or fastest-growing tools. You can also read the descriptions and visit the tools' websites to evaluate their features.

Are these rankings objective?

Yes, our rankings are based on objective traffic data and are not influenced by sponsorships or partnerships. We aim to provide an unbiased view of the AI tool ecosystem.

What if I know a great tool that's not listed?

If you know a great AI tool that's not in our list, you can submit it through the 'Submit' feature on our homepage. We regularly review new submissions and add high-quality tools to our directory.