Power Demands and Complexity Limit AI Deployments, per DDN Report
AI deployments introduce power demands and other challenges that most infrastructure budgets and facilities were never designed for, says the 2026 State of AI Infrastructure Report from DDN.
“Energy consumption, cooling capacity, and inefficient data movement have become real operational constraints – often limiting progress long before compute capacity or GPU availability,” the company says.
Specifically, the report says that:
- 65% of infrastructure sits idle while still consuming power.
- 93% of respondents are actively working to reduce AI’s energy footprint.
- 47% cite energy and cooling as their top inefficiency.
- Only 41% report efficiency gains from recent AI investments.
Complexity in AI infrastructure was cited as another top challenge, as:
- 98% of respondents report a skills gap related to AI infrastructure.
- 65% say their AI environments are already too complex.
- 54% say they have postponed or cancelled AI initiatives.
Read more at DDN.
02/17/2026
Related content
- US Announces New Reports on Energy and AI
-
Energy efficiency in the data center
Storage systems are one of the biggest factors in power consumption, so data storage can make a massive difference in operating costs. We look at how you can achieve savings through technologies such as flash, tiered storage, or even cloud-native container environments. - Wireless Infrastructure Struggles to Meet AI Demands, Per Cisco Report
-
News for Admins
Cloudflare Resets Post-Quantum Roadmap to 2029; Wireless Infrastructure Struggles to Meet AI Demands, Per Cisco Report; Red Hat Offers 14-Year Life Cycle Support for Red Hat Enterprise Linux; Avoiding Vendor Lock-In Surges as a Top Reason for Using Open Source Software; ETSI Releases Open Source Operator Platform; Gnome 50 Released; IBM Releases Reference Architecture for Quantum-Centric Supercomputing; CIQ Announces CIQ Linux Kernel and RLC Pro AI.
-
News for Admins
In the news: Palo Alto Networks Introduces Cortex Cloud; Canonical to Provide 12 Years of Kubernetes Support; Mirantis Releases Open Source k0rdent; D-Wave Now Offers On-Premises Quantum Computing Systems; IP Fabric 7.0 Released; UK Releases Code of Practice for Securing AI; Red Hat Releases Kubernetes-Native Connectivity Link; OpenVox Automation Framework Announced; Sysdig Launches Open Source Stratoshark for Cloud Observability; Data Center Electricity Demand Projected to Double or Triple by 2028; Red Hat Releases OpenShift Virtualization Tools; 16GB Raspberry Pi 5 Announced; Open Storage Network Adds More Sites.