Petuum makes AI software for manufacturers, data centers and other businesses. It’s one of the few AI developers outside of titans like and Google.

(Bloomberg News) Petuum Inc., a startup that simplifies the process for companies to use machine learning or deep learning applications at scale, plays in a market dominated by the likes of Inc., Alphabet Inc.’s Google and Facebook Inc.

But it has won over the support of investors including SoftBank Group Corp. and Advantech Capital, who recently invested $93 million in Petuum. That brings the company’s total venture capital to date to $108 million, Petuum says.

AI technology should be standardized, accessible, and mass-producible, so that all can benefit from artificial intelligence, machine learning and deep learning.
Eric Xing,, founder, CEO and chief scientist
Petuum Inc.

Based in Pittsburgh, Petuum makes artificial intelligence software that can be used by a variety of industries. For instance, Petuum’s health-care software system uses electronic medical records to provide potential disease diagnosis and treatment recommendations. The startup also makes an operating system that allows customers to use artificial intelligence applications on hardware, including data centers. Artificial intelligence, or AI, is a term used to describe software that learns from the data it compiles to improve on its own such functions as recommending product maintenance or sources of new products.

Eric Xing, founder and CEO,
Petuum Inc.

The investment from a SoftBank subsidiary will be used to expand Petuum’s team and further develop its operating system for specific industries, including manufacturing and health care, the company said Tuesday in a statement.


While all of the big technology companies, from Alphabet Inc.’s Google to Facebook Inc. and Inc. are racing to develop ways to use artificial intelligence, there are few examples outside that sphere of significant applications built at any meaningful scale, Petuum said. The company says it’s created a flexible operating system that makes it easy for a broad range of users to build any type of machine learning or deep learning app at scale and deploy applications on a wide range of hardware.

“This technology should be standardized, accessible, and mass-producible, so that all can benefit from artificial intelligence, machine learning and deep learning,” said Petuum founder, CEO and chief scientist Eric Xing. “We have surmounted many technical challenges as we work toward a standard and universal artificial intelligence platform.”

SoftBank’s Vision Fund also has made investments in cutting-edge technologies ranging from virtual reality to vertical farming. The fund led a $114 million investment in a Brain Corp., a San Diego-based firm that specializes in developing self-driving technology for robots. The fund, which has attracted investment from Apple Inc., the Public Investment Fund of Saudi Arabia, and other large institutional backers, is also scouting for possible investments in quantum computing.

Pentuum’s founders include Xing, an artificial intelligence professor and associate head of Carnegie Mellon University’s Machine Learning department, as well as chief operating officer Qirong Ho, an adjunct assistant professor at the Singapore Management University School of Information Systems, and Ning Li, senior vice president of people and resources, who is a former advanced technology manager at Seagate Technology.

Qirong Ho, founder and COO, Petuum Inc.


“We are firm believers in the value that artificial intelligence can bring to a broad range of industries,” said Deep Nishar, a SoftBank managing director. “Petuum’s work will finally help to unlock that value.”

Other investors in Petuum include Tencent, Northern Light Venture Capital and Oriza Ventures.

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