AI deployment

Neocloud providers are reshaping AI infrastructure through specialized GPU deployment and optimized power and cooling systems. This infrastructure evolution directly impacts AI model training costs and deployment speed for technology companies.

Half of companies will deploy AI systems across finance, supply chains, HR, and customer operations by the end of 2025. This rapid enterprise adoption creates demand for robust data infrastructure to support AI workloads at scale.

Boomi identifies fragmented and inconsistently labeled data as the primary failure mode for enterprise AI deployments in 2026, calling their solution 'data activation.' This highlights a critical infrastructure gap that could limit AI adoption regardless of model performance improvements.