G2

jamsheed I.

Senior Civil Engineer

Enterprise (> 1000 emp.)

8/10/2026

"Powerful LLM Observability: Tracing, Evaluations, and Monitoring in One Platform"

5/5

What do you like best about Arize AX?

What I like best about Arize AX is its strong LLM observability and evaluation capabilities. It makes it easier to trace AI/agent workflows, identify issues, evaluate model outputs, and monitor performance in production. I especially like the ability to combine tracing, evaluations, prompt experimentation, and monitoring in one platform. Review collected by and hosted on G2.com.

What do you dislike about Arize AX?

What I dislike about Arize AX is that it can feel complex for new users, particularly when setting up instrumentation, tracing, and evaluations. The platform is powerful, but getting everything configured correctly can require significant technical knowledge. There have also been reports of some feature gaps and API changes during the transition to AX, which can make the experience confusing. Review collected by and hosted on G2.com.

What problems is Arize AX solving and how is that benefiting you?

Arize AX solves the problem of monitoring, debugging, and evaluating AI/LLM applications in production. It helps me trace agent workflows, identify failures and performance issues, evaluate model responses, and understand where an AI system is going wrong.

This benefits me by reducing debugging time, improving reliability and response quality, and making it easier to monitor AI applications as they scale. Review collected by and hosted on G2.com.