NTT Data Group has expanded its AI data center footprint, launching GPU clusters in Paris and Singapore.

Described as AI factories by the company, NTT said the facilities join its previously launched Plano, Texas, and Riyadh, Saudi Arabia, sites.

The environments bring together NTT’s “full-stack AI capabilities,” which include technology from partners Cisco and Nvidia, allowing customers to “evaluate AI workloads against real-world requirements including infrastructure architecture, performance, workload placement, and cost.”

In a statement, NTT said the four facilities will complement the Nvidia GPU cluster it brought online at its Munich 2 data center earlier this month. Dubbed the AI Factory Munich, that cluster allows customers to evaluate AI workloads against the infrastructure, security, data, governance, and operational requirements they will face in production.

“AI at scale is ultimately about turning intelligence into measurable business impact,” said Dilip Kumar, president and global head of infrastructure solutions at NTT Data.

“That requires organizations to balance innovation with responsibility and make informed choices about where AI creates value and how it can be deployed sustainably and economically. Our AI Factories help clients build that confidence before they scale.”