CIVIC-AI: Reimagining Data Centers as Civic Infrastructure through AI-Enabled Scenario Planning

2026 - present

Norman B. Leventhal Center for Advanced Urbanism &
Civic Data Design Lab 

Sarah Williams (Principal Investigator)
Ata Chokhachian (Project Manager)

HPI System Analysis and Modeling Group
Holger Giese (Principal Investigator)
Christian Adriano
Nina Burdorf

Overview



The rapid expansion of data centers is transforming the physical infrastructure of cities and regions. Driven by artificial intelligence and cloud computing, data centers increasingly strain electricity grids, water systems, land, and thermal infrastructure while raising questions about environmental impact, community benefit, and public governance. Existing approaches largely focus on identifying suitable locations or optimizing industrial feasibility. CIVIC-AI proposes a different approach: treating data centers not simply as private technical facilities, but as civic infrastructure whose development should be evaluated against broader public goals.

CIVIC-AI develops an AI-enabled scenario-planning framework that allows planners, infrastructure providers, industry, and communities to explore trade-offs among alternative data-center futures. The system integrates geospatial and planning data with causal models, synthetic scenario generation, and a conversational AI interface to support “what-if” exploration. Users can examine how choices concerning location, energy procurement, cooling, water use, heat reuse, zoning, and performance standards affect grid reliability, water stress, environmental exposure, equity, economic feasibility, and community benefit.

The project advances three capabilities: generating realistic scenarios where planning data are sparse; developing modular causal models that connect design and policy interventions to environmental, infrastructural, economic, and social outcomes; and creating an interactive AI interface through which stakeholders can compare scenarios, adjust priorities, and interrogate assumptions and uncertainties.

Initially focused on Greater Boston, CIVIC-AI will be developed through iterative co-design with planners, infrastructure stakeholders, and communities. Its central contribution is a shift from data-center siting to data-center governance, enabling cities to explore pathways in which computational infrastructure can provide public value through resilience, responsible resource use, thermal reuse, and community benefit.