The AI adoption trend is expanding beyond GPUs to include CPUs, storage, and networking, with vendors prioritizing governance, workflow orchestration, and deployment tools to scale AI from pilots to production.

Demand now spans the full stack—from GPUs to CPUs, storage, and networking—as enterprises build more complex, scalable, and governable AI environments that can run in production.

Industry observers say the shift requires robust toolchains for governance, orchestration, and deployment to translate AI pilots into scalable, enterprise-ready systems.

Cloud infrastructure services are defined as BMaaS, IaaS, PaaS, CaaS, and serverless offerings hosted by third-party providers and accessed over the Internet.

Omdia defines cloud infrastructure services as the combined family of BMaaS, IaaS, PaaS, CaaS, and serverless services delivered by external providers online.

Microsoft and Google are expanding AI model capabilities and agent-focused features, with Microsoft extending agent capabilities into cloud operations and modernization, and Google boosting Vertex AI with Gemini models for enterprise-grade readiness.

Cloud vendors face growing pressure to differentiate amid rising AI workloads and demand for scalable, reliable infrastructure.

Backlogs at AWS, Microsoft, and Google Cloud indicate ongoing enterprise AI investment, with hyperscalers accelerating capital expenditure to expand AI infrastructure.

AWS led Q4 2025 with a 32% market share and a large backlog, while signaling new agent-oriented offerings and proprietary data support for early training of Amazon Nova models.

Global cloud infrastructure market reached about $110.9 billion in Q4 2025, up 29% year over year, driven by AI-related demand.

Providers are expanding agent-focused offerings and strengthening orchestration, governance, deployment capabilities, and AI-enabled workflows across cloud operations and development.

Enterprises want AI capabilities that integrate smoothly into existing workflows and data environments without disrupting ongoing operations.