Outages, Private AI, And The Rise Of Neoclouds

Cloud Computing in 2026: Trends and Predictions

The year ahead is expected to be transformative for cloud computing, with two major trends dominating the landscape: the hyperscaler race to build AI-native cloud infrastructure and the enterprise race to craft meaningful AI strategies. As the cloud continues to evolve, we can expect significant developments that will impact businesses and industries worldwide. One of the primary concerns is the increasing risk of outages, which can have far-reaching consequences for critical services and operations.

In recent years, high-profile outages have affected major cloud providers like AWS and Azure, disrupting services across industries and regions. These incidents are not isolated, but rather a preview of what’s to come. As hyperscalers prioritize GPU-centric data centers for AI workloads, the aging infrastructure may falter under growing complexity, leading to at least two major multiday outages in 2026. This will compel customers to address operational risks in cloud beyond the immediate concerns over cloud AI service adoption, pushing big cloud customers to exert pressure on cloud providers to renovate their infrastructure to mitigate operational risk.

Private AI and Private Clouds

The outages will force enterprises to rethink their cloud strategies, not just for resilience but for control, especially for their big bets on AI. In response to rising AI costs, data lock-in, and operational risk, at least 15% of enterprises will shift toward private AI deployments built atop private clouds in 2026. This trend is driven by several factors, including cost, data sovereignty, and the need for greater control over AI workloads. The move by Salesforce to shut down third-party access to the Slack API is another driver, as it deprives Slack customers of the ability to leverage Slack data for creation of agents for workflow optimization on platforms other than Salesforce itself.

Private clouds offer enterprises the ability to maintain control over their data and AI workloads, reducing the risk of outages and data lock-in. By deploying private AI on private clouds, enterprises can ensure that their critical operations are not disrupted by outages or other issues affecting public cloud providers. This trend is expected to continue in 2026, with more enterprises adopting private clouds and private AI to meet their growing needs.

Neoclouds and the Future of AI

While hyperscalers grapple with outages and scrutiny, neoclouds such as CoreWeave, Lambda, and Nebius are angling to capture surging demand for AI. Backed by NVIDIA and venture capital, neoclouds are expanding globally and integrating open source models, orchestration tools, and sovereign AI capabilities. These GPU-first providers are expected to capture $20 billion in revenue in 2026, with some offering scalable, high-performance AI infrastructure tailored to enterprise needs while others act as GPU wholesalers in niche – but highly profitable – markets.

The growth of neoclouds will erode hyperscaler dominance in genAI, forcing them to rethink their strategies. As neoclouds continue to expand and integrate into enterprise AI stacks, we can expect to see tripled growth in enterprise neocloud deployments, as well as regional expansions across Europe and Asia. The rise of neoclouds will bring new capabilities and innovations to the cloud computing landscape, shaping the future of AI and cloud infrastructure.

Conclusion

Cloud computing in 2026 will be shaped by infrastructure fragility, enterprise autonomy via private cloud, and AI-native innovation from neoclouds and hyperscalers alike. As outages expose the limits of legacy cloud, the AI-native cloud will bring both new capabilities and even greater complexity. To stay ahead of the curve, enterprises must be prepared to adapt to the changing landscape, prioritizing resilience, control, and innovation in their cloud strategies. By understanding the trends and predictions outlined above, businesses can navigate the evolving cloud computing landscape and thrive in a world of increasing complexity and opportunity.