NTT DATA Inc. is expanding its partnership with Alphabet Inc.’s Google Cloud, betting that tighter integration and a larger talent pool will help corporations move artificial intelligence projects from experimentation into full-scale deployment.
The Tokyo-based IT services giant said Tuesday it will build a dedicated practice around Google Cloud’s Gemini Enterprise platform, with plans to certify 5,000 specialists globally. The companies also aim to co-develop as many as 500 AI “agents” tailored to industries including banking, insurance, manufacturing and retail.
The push reflects a broader shift among large enterprises, many of which have tested generative AI tools but struggled to translate pilots into measurable business outcomes. By combining Google Cloud’s AI infrastructure with NTT DATA’s consulting, implementation and managed services, the partners are targeting what they describe as the biggest bottleneck: operationalizing AI at scale.
“Enterprises need a practical path from pilots to production,” said Abhijit Dubey, NTT DATA’s chief executive officer and chief AI officer. “This collaboration is about embedding AI into how organizations actually run.”
The companies plan to deploy joint engineering teams directly within client organizations, a model designed to accelerate development and reduce deployment timelines. They will also introduce a “factory-style” approach to building AI agents, using reusable components to speed rollout and lower costs.
Google Cloud, which has been competing aggressively with Microsoft Corp. and Amazon.com Inc. in the enterprise AI market, is leaning on partners like NTT DATA to expand its reach. “We’re seeing strong demand for AI agents that can transform core workflows,” said Matt Renner, Google Cloud’s president and chief revenue officer. “Scale requires both platform capability and delivery expertise.”
The expanded alliance will also focus on governance and compliance, including support for so-called sovereign AI deployments that meet local data residency requirements — an increasingly important factor for regulated industries and governments.
The timing underscores a widening gap between corporate AI ambitions and infrastructure readiness. In a recent NTT DATA survey, 99% of enterprises said AI is increasing demand for cloud investment, while 88% warned that current spending levels could undermine AI and modernization efforts.
By linking AI development more closely with cloud capacity and skilled talent, NTT DATA and Google Cloud are positioning the partnership as a way to turn early experimentation into enterprise-wide transformation — and, ultimately, sustained returns on AI investment.
