Comet focuses on machine learning and operates in the technology sector. The company offers a platform that integrates with existing infrastructure and tools to manage, visualize, and optimize machine learning models. It includes tracking code, hyperparameters, metrics, and more for training runs, as well as monitoring the performance of models in production. It was founded in 2017 and is based in New York, New York.

Arize provides tools for AI observability and LLM evaluation within the machine learning and artificial intelligence sectors. The company offers a platform for monitoring, diagnosing, and improving the performance of AI models and applications in production. Arize's tools are based on open-source standards and can integrate with existing AI infrastructure. It was founded in 2020 and is based in Mill Valley, California.

Modzy is a production platform for machine learning that operates within the technology sector. The company offers tools and infrastructure to deploy, manage, and run machine learning models in enterprise and edge environments. Modzy's platform supports various AI applications across different industries, including manufacturing, telecom, energy and utilities, and the public sector, by providing solutions for IT architects, developers, data scientists, and executives. Modzy was formerly known as Yzdom, Inc.. It was founded in 2019 and is based in Vienna, Virginia.

Fiddler focuses on artificial intelligence (AI) observability and responsible AI governance in the technology sector. The company provides services such as monitoring, explainable AI, and analytics to support the performance and integrity of machine learning models and large language models. Fiddler serves sectors that need AI governance and risk management, including government and financial services. It was founded in 2018 and is based in Palo Alto, California.

Seldon specializes in machine learning operations (MLOps) solutions and focuses on the deployment and management of machine learning models for enterprise companies. The company offers a software framework that enables businesses to deploy, monitor, and manage machine learning models. Seldon's products cater to a variety of industries that require robust machine learning operations, including financial services, automotive, and insurance sectors. It was founded in 2014 and is based in Shoreditch, United Kingdom.

Datatron is an enterprise AI platform that focuses on streamlining machine learning operations and governance workflows. The company offers a flexible MLOps platform that enables businesses to deploy, manage, and monitor AI models efficiently, with a strong emphasis on enterprise scalability and security. Datatron's solutions cater to various stakeholders, including business executives, data scientists, and engineering/DevOps teams, providing tools for AI model monitoring, governance, and operational management without the need for manual scripting or ad hoc processes. It was founded in 2016 and is based in San Francisco, California.