What Arize AI does
Arize monitors machine learning models in production. It detects data drift, model degradation, and performance problems. The listing says it offers automatic root cause analysis and LLM tracing. ML engineering teams use it to find when a deployed model starts behaving differently from its training data. The product is available at arize.com.
How Arize AI compares with its closest alternatives
4 of the 5 closest alternatives have a free plan, as Arize AI does. Among the 2 that list a starting price, the cheapest is Datadog at $15 a month and the median is $18. All 5 offer an API, as Arize AI does. Arize AI offers a web app. Of the alternatives, all 5 offer a web app. Arize AI was founded in 2020; the alternatives were founded between 2009 and 2023, 3 of them earlier. Arize AI is based in Berkeley, United States; 3 of the 4 alternatives with a known headquarters are in the United States too, and the others in Israel.