Arize AI Reviews & Product Details

Arize AI offers a comprehensive platform for monitoring machine learning models in real-time. The platform's ability to provide actionable insights into model drift, data issues, and performance degradation is particularly impressive. The user interface is intuitive, making it easy to track and understand the health of deployed models. The integration capabilities with various ML frameworks are also a significant upside, streamlining the process of setting up and monitoring models. Review collected by and hosted on G2.com.

While Arize AI offers a robust set of features, there can be a learning curve for those new to ML operations. Some advanced features might require a deeper understanding of the platform, and the documentation, while extensive, could be overwhelming for beginners. It would be beneficial if there were more beginner-friendly tutorials or guided walkthroughs. Review collected by and hosted on G2.com.

The product is crisp and I understood how it operates through courses.

It has almost got everything for model monitoring and other important features. It helps in all the for ML operations. Review collected by and hosted on G2.com.

Arize AI, if I am not wrong is like a dashboard. It would have been better if there was an API sort of thing where we can leverage the features through a package. Review collected by and hosted on G2.com.

Their search and retrieval functionality is excellent, with a diverse set of tools for various issues that can come up. The langchain integration is also immensly helpful. Review collected by and hosted on G2.com.

They have not released their prompt improvement tool kit yet which could add significant value to the platform as a whole. Improving propmt flow is very relevant to most LLM related work today. Review collected by and hosted on G2.com.

Optimising MLOps framework

Feedback analysis

Clustering approach to data analysis

Documentation for quick implementation Review collected by and hosted on G2.com.

Software navigation bit complicated to understand at first

Only cloud instance of the software, and need to share all the data in cloud . Review collected by and hosted on G2.com.

We like that it shows visualizations of feature values, model scores, and prediction volume; it also lets users configure alerts on drift conditions. These features serve our ML monitoring needs well.

Arize's engineering/support team is very responsive. Our installation had to be on a private cloud on premises, and the Arize team provided excellent guidance and support in getting it set up. We are able to work directly with subject matter experts within hours of requesting assistance. The Arize team holds regularly check-ins to collect feedback. They continuously create enhancements and new features based on our feedback. From what I can tell, the engineering team works in a truely agile environment. Review collected by and hosted on G2.com.

The UMAP that visualizes embeddings could run faster. That said, rendering performance seems to be a common issue for many charting tools plotting huge datasets on the front end. Review collected by and hosted on G2.com.

The team is very responsive and is open to proposed changes Review collected by and hosted on G2.com.

The UI is not very self-explanatory, hence people may feel a little reluctant to onboarding Review collected by and hosted on G2.com.

- Drift detection functionality. I also like that you can specify custom bin sizes and can drill into bins to see distribution changes.

- Model performance segmentation - being able to filter model performance metrics by tags and feature values Review collected by and hosted on G2.com.

- Model explainability section could be more useful if it showed feature effects in addition to importance (like a SHAP summary plot) Review collected by and hosted on G2.com.

It helps me visualize what problems have occurred in my model and helps me improve performance, all in a matter of few clicks and template settings. It provides a very friendly dashboard with different views for different stakeholders. Review collected by and hosted on G2.com.

There are a lot of visualizing charts, which can be a plus point surely but also a could lead to choice overload if not narrowed down to which is more appropriate. Review collected by and hosted on G2.com.

The platform is constantly improving, and the team at Arize is helpful and receptive to feature requests and general feedback. Review collected by and hosted on G2.com.

The platform itself is great, but from a management perspective, I would like more developed management API's and support for fine-grained RBAC. Review collected by and hosted on G2.com.

As an executive, I can log in and quickly understand the health of our models and the data feeding them. Review collected by and hosted on G2.com.

My Data scientists have suggested that they would like to interact with a UI less. They would also like more custom capabilities. Finally, there was a request to have the data "closer" to the training data so that it is easier to debug. Review collected by and hosted on G2.com.