Major Developments
Virginia Debates Ending Data Center Tax Incentives: Virginia lawmakers are debating whether to end long-standing tax exemptions for data center equipment that currently cost the state roughly $1.6 billion annually in foregone revenue. The proposal reflects growing political pressure as the rapid expansion of AI data centers increases concerns around power demand, noise, and land use. (More)
Why it matters: Virginia hosts the world’s largest concentration of data centers. Any policy shift could influence future public-sector infrastructure decisions, particularly for federal agencies colocating in Northern Virginia.
Texas Continues to Lead U.S. Data Center Expansion: Texas is emerging as one of the fastest-growing regions for new data center construction due to low-cost land, deregulated electricity markets, and favorable permitting conditions. Major technology companies are committing tens of billions of dollars to AI infrastructure in the state.
Why it matters: Federal agencies increasingly evaluate regional compute hubs outside Northern Virginia to access power capacity and lower costs.
Community Opposition Emerging in Large Data Center Projects: Local officials in Brazoria County, Texas rejected tax abatements for a proposed $3 billion AI data center and power project, reflecting growing tensions between local communities and large-scale compute infrastructure. Despite the vote, state laws may still allow the project to proceed.
Why it matters: Community resistance is becoming a significant risk factor for large infrastructure deployments, including those supporting government workloads.
Procurement & Infrastructure Signals
Department of Energy Exploring AI Data Center Development on Federal Sites: The U.S. Department of Energy previously identified multiple federal research sites—including Idaho National Laboratory, Oak Ridge Reservation, Paducah, and Savannah River—as potential locations for AI infrastructure and advanced computing facilities. (More)
Why it matters: Federal laboratory campuses are increasingly viewed as strategic locations for large-scale compute infrastructure tied to national security, energy modeling, and AI research.
Energy & Power Signals
Power Availability Emerging as the Primary Constraint for Data Centers: Industry analysts increasingly describe power infrastructure as the single largest constraint shaping where new data centers can be built in 2026. Electricity demand from AI workloads is rising faster than many regional grids were designed to support. (More)
Why it matters:
Public-sector data centers may need to incorporate:
on-site generation
battery storage
demand response
flexible power architectures
to secure capacity in constrained regions.
State Modernization Signals
State Governments Continuing Infrastructure Resilience Planning: State CIO offices are increasingly prioritizing resilience and infrastructure modernization to support critical public services and long-term digital transformation programs. (More)
These initiatives often drive upgrades in networking, compute infrastructure, and backup systems across state government facilities.
Signal to Watch
Government AI Infrastructure
Federal and state agencies are beginning to explore dedicated compute infrastructure for AI workloads, particularly in research, defense, and public services.
Over the next 24 months this may drive:
new federal HPC data centers
expanded research compute clusters
regional government AI infrastructure hubs
Why This Matters
The United States is entering a new phase of infrastructure investment driven by AI workloads, cybersecurity modernization, and mission-critical digital services.
Government agencies must now balance:
compute capacity
power availability
regulatory pressures
infrastructure resilience