Define Your Target AI Infrastructure blueprint

Arlington, Va. – October 05, 2026 -- Info-Tech Research Group has released a new blueprint, Define Your Target AI Infrastructure, aimed at helping enterprises stop overspending on compute hardware by aligning infrastructure design with actual AI workload demands.

Enterprises overbuy compute instead of fixing utilization

Info-Tech's analysis finds that organizations experiencing AI performance issues -- including slow model training and reduced throughput -- typically respond by acquiring additional compute resources, driving up IT costs. The firm argues that greater long-term value comes from maximizing utilization of existing infrastructure and matching architecture decisions to workload requirements rather than adding hardware.