New Intelligence Is Moving Faster Than Enterprise Controls
Help Net Security, Friday, January 16th, 2026
AI is being integrated into core enterprise systems faster than many organizations can secure and govern it. A new global study from NTT shows companies expanding AI deployment while gaps in infrastructure readiness, data integrity controls, and governance frameworks continue to limit safe operation at scale.
AI spending continues to rise across regions and industries. AI is viewed as central to competitiveness and long term strategy, which keeps budgets growing even when outcomes vary. About half of organizations say current AI initiatives meet expectations, while the remainder report weaker returns.
These differences do not stem from lack of interest. Infrastructure limits emerge as the primary constraint. Systems designed for earlier workloads strain under large models, frequent retraining, and data heavy pipelines. These pressures slow deployment and increase operational complexity as usage expands.