How the Affordable Housing Market Can Benefit from the AI Boom

Originally published in Tax Credit Advisor on October 26, 2026 | By Ravi Malhotra | https://www.taxcreditadvisor.com/articles/affordable-housing-ai-data-center-partnerships/

The rapid proliferation of data centers, fueled by a boom in Artificial Intelligence (AI), has brought about an equally rapid shift in public attitude, with opposition to data center development springing up in communities across the country.

Interestingly, data centers can bring a surprising benefit to low-income housing: green upgrades for multifamily affordable housing. These upgrades can come about via community benefit programs — funded by data center developers — that will reduce utility bills, improve resiliency for the property, and enhance the health, comfort, and safety of its low-income residents.

For multifamily affordable housing developers, green technologies reduce operations and maintenance costs and increase net operating income. Green solutions can include:

  • Energy efficiency upgrades to HVAC, water heater, lighting, weatherization, windows, insulation, and appliances;
  • Energy generation (e.g., fuel cells or solar);
  • And energy storage that provides greater control over energy costs and greater resiliency.

These green technologies, funded via community benefit programs, can offer a low-cost, high-reward opportunity to the data center industry.

Leading the Way
The exciting part is that this concept is already in play: Amazon recently made a $1 billion commitment to communities where it builds data centers via its new “Built Together” initiative, which includes grants for energy efficiency, solar, and energy storage upgrades for 30,000 households plus 300 “community facilities.”

The affordable housing industry now has an opportunity to educate Amazon (and other data center developers) on the benefits multifamily affordable housing provides, including:

  • It is much more cost-effective and faster to upgrade than market-rate housing due to volume efficiency, size, and ability to leverage other funds;
  • It solely serves low-income and disadvantaged households;
  • Its programs can scale and deliver results quickly;
  • Its role in job creation and overall economic development;
  • Buildings serve as important community facilities, not just residences.  

With Amazon’s plans used as a “template” proposal, the multifamily affordable housing industry can approach other large tech companies central to today’s AI boom, including software giants Google, Meta, Anthropic, Open AI, Broadcom (also a hardware giant), Microsoft, and Oracle, and hardware giants Nvidia, Intel, AMD, Samsung, and Micron.

The AI industry itself will benefit from delivering green solutions to multifamily affordable housing, as it mitigates one of the primary reasons for the community opposition facing data center expansion: rising energy costs. Community-placed energy-efficiency solutions, when combined with energy generation and energy storage, will help offset data centers’ energy demands and do it at a much lower cost than any other solution available today. 

This is a win-win-win for the AI industry, communities, and the affordable housing sector. And because the life of these energy upgrades is 15 years or more (estimated useful life varies depending on the technology), this is a gift that keeps on giving, with benefits that will last for decades.

The multifamily affordable housing industry needs to coalesce, and quickly, under the leadership of national advocacy experts such as the National Housing & Rehabilitation Association to communicate these benefits and shape the best path forward.

This partnership has the power to substantially benefit the multifamily affordable housing industry, as limited gap funding for green technology improvements consistently undermines housing affordability in the United States. Fortunately, best practices for deploying these gap funds already exist. According to separate research by the U.S. Department of Energy and the American Council for an Energy-Efficient Economy (ACEEE), successful programs utilize a one-stop-shop approach that offers proactive technical assistance to see a project from idea to completion under the supervision of one entity. The one-stop-shop model increases the adoption rate significantly while also providing cheaper and better results, such as deeper energy savings and cost reductions.  

Additional Benefits
Beyond the benefits already stated, there are strong economic, social, and environmental benefits that the AI industry, local communities, and the affordable housing sector can enjoy from this investment.

Economic: A report commissioned by the National Multifamily Housing Council and National Apartments Association found that in one year, the U.S. apartment industry could generate over $3.4 trillion of national economic output and support 17.5 million American jobs. ACEEE separately found that energy efficiency improvements and demand flexibility measures completed between now and 2050 could save about $4.8 trillion in energy and related costs and spur an additional 1 million net jobs per year, on average.

Social: Households residing in multifamily affordable housing are typically the same as those disproportionately impacted by data center development: low-income and racially diverse. According to the most recent census data, 36 percent of U.S. households now rent, and more than 60 percent of the rental market is in multifamily buildings. Per the National Low Income Housing Coalition, 49 percent of all renter households are cost burdened (spending more than a third of household income on rent) and 26 percent are severely cost burdened (spending more than half of household income on rent). A disproportionate share of lower-income renters are people of color; according to Harvard’s Joint Center for Housing Studies, nearly a quarter of lower-income renter households are headed by a Black person.

Environmental: According to the U.S. Environmental Protection Agency, approximately a third of U.S. greenhouse gas emissions come from residential and commercial buildings, with separate census data finding that approximately a third of U.S. housing is represented by multifamily properties (which, depending on the market, are considered either commercial, residential, or both). A comprehensive, strategic approach to energy management can improve the energy sustainability of these properties by up to 30 percent, according to ENERGY STAR. ACEEE reports that energy efficiency and demand flexibility solutions can reduce climate pollution by one-third by 2050, and — from electric-efficiency measures alone — can reduce peak electric demand by the output of over 400 large power plants.

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