Arize AI has been named to the Forbes AI 50 list of most promising artificial intelligence companies of 2021, recognizing its leadership in Machine Learning Observability. The company's platform helps make machine learning models work in production by providing real-time monitoring, explanation, and troubleshooting capabilities. Arize AI is focused on addressing performance degradation issues that arise after ML model deployment, which can have significant financial impacts on businesses. The company was evaluated by Forbes alongside other top North American companies using AI to transform industries, and its selection reflects the importance of software that enables AI models to perform as expected in real-world applications.