In short
At least 38 states offer tax incentives for data centers, including sales and use tax exemptions on equipment and property tax abatements. NCSL Local governments add property tax abatements, payments in lieu of taxes, and community benefit agreements through development agreements. Those agreements are now negotiated in a very different environment than even two years ago. Local opposition has blocked or delayed nearly $100 billion in projects. Many counties and cities have moved from by right zoning to special exception, which means a developer cannot build without public hearings and a vote. Secrecy through nondisclosure agreements is under attack. State legislatures are questioning the cost of the incentives themselves. We walk through the legal tools, the deal terms, and the shifting negotiating leverage across the major US build markets.
What state tax incentives are available for AI data center developers?
Every major build market has a state sales and use tax exemption on qualifying equipment. The exemption typically covers servers, cooling systems, backup generators, and often electricity. Most require a minimum capital investment and a certain number of new jobs.
Virginia. The baseline requires at least $150 million in new capital investment and 50 new full time jobs (or 25 in high unemployment areas) paying at least 1.5 times the prevailing local average wage. The exemption covers computer equipment and enabling software purchased or leased for use in a qualifying data center, and expires June 30, 2035, subject to extension to 2040 or 2050 for qualifying operators meeting additional capital investment and job thresholds under subdivision 19. Va. Code § 58.1-609.3(18)-(19) Virginia operators reported an aggregate tax benefit of $1.3 billion in fiscal 2024 and $1.9 billion in fiscal 2025. Virginia Dept. of Taxation
Texas. A qualifying facility must be at least 100,000 square feet, create at least 20 permanent jobs paying 120 percent of the county average weekly wage, and invest at least $200 million within five years. The exemption term is 10 years for a $200 million to $250 million investment, or 15 years for $250 million or more. A separate large project tier covers state and local sales and use tax for 20 years. Tex. Tax Code § 151.3595, 34 Tex. Admin. Code § 3.335 Texas is forgoing at least $1.3 billion in sales tax revenue in fiscal 2026, and the Comptroller projects $3.2 billion for the 2027 to 2028 biennium. Texas Tribune
Georgia. Georgia exempts computer equipment sold to a high technology data center that invests at least $15 million per year. Some tiers require up to $250 million depending on county population. CSG South analysis The state’s forgone revenue grew from $18 million in 2018 to an estimated $250 million. NCSL via akleg.gov
Arizona. The Arizona Commerce Authority administers a Computer Data Center Program that exempts qualifying equipment and infrastructure from transaction privilege and use tax. The minimum investment is $50 million. The qualification period for tax relief lasts until the end of the tenth full calendar year following the calendar year of certification, or the twentieth full calendar year if the computer data center is a sustainable redevelopment project. Ariz. Rev. Stat. § 41-1519
Florida. Effective August 1, 2025, a facility must have a critical IT load of 100 megawatts or more to qualify. Qualifying data centers may apply for a sales tax exemption certificate from the Florida Department of Revenue. Fla. Stat. § 212.08(5)(r)
These state incentives reduce the developer’s upfront and operating costs. But they are not the only incentive. Local governments also negotiate property tax breaks and other benefits, which we cover next.
How do local governments control the land use approval process?
The most powerful tool a locality has is its zoning code. If a project is a permitted use by right, the developer can build without a public hearing. Many localities are eliminating that right.
On March 18, 2025, Loudoun County, Virginia eliminated by right development for AI data centers. All new applications now require a Special Exception, with public hearings before the Planning Commission and the Board of Supervisors. [Loudoun Now](https://www.loudounnow.com/news/by right-data-centers-eliminated-in-loudoun-existing-applications-grandfathered/article_130515be-0478-11f0-ab4f-7771b6b47f71.html) The Board of Supervisors voted 7 to 2 to eliminate by right data center development. Tax alert The Board grandfathered 22 applications that had been submitted before February 12, 2025. Loudoun Now Loudoun County, home to the world’s largest concentration of AI data centers, generated roughly $1.2 billion, or 38 percent of its fiscal 2026 funding, from the industry. Even with that revenue dependency, the political pressure to slow development was strong enough to pass the change by a wide margin.
Under Virginia’s Dillon’s Rule, counties may only legislate where the state expressly authorizes. They cannot impose a blanket moratorium on AI data centers. Loudoun County, Frederick County, Capstone analysis A 2025 Virginia bill, HB 2026, would have required localities with AI data center zoning provisions to review their zoning ordinances and designate AI data centers as industrial uses and to review siting locations, but it died in committee. Va. HB 2026
Other states are not bound by Dillon’s Rule in the same way and have seen outright bans. At least eight Georgia towns and counties and four Indiana counties have banned new AI data center construction. Capstone DC Atlanta now requires a special use permit for AI data centers and prohibits them in the Beltline area. MultiState Chandler, Arizona adopted one of the first AI data center specific ordinances in 2023, requiring noise studies, public notice of construction timelines, and regulation of backup generators. TechPolicy.Press
Securing land use approval is no longer a formality. It is a negotiation.
What terms appear in a local development agreement for an AI data center?
A development agreement is a contract that locks in the developer’s commitments (investment, jobs, community benefits) and the locality’s concessions (tax abatements, fee waivers). The centerpiece of many local incentives is a property tax abatement combined with a payment in lieu of taxes, or PILOT.
Property tax abatements and PILOTs
A PILOT is an annual payment negotiated between the developer and the local government (and sometimes school districts) that replaces the full property tax bill. The structure varies.
In New Albany, Ohio, an Amazon project received a 30 year tax break, including 100 percent exemption for the first 15 years, then 75 percent for the next 15. The PILOT started around $350,000 per year and rises to $1.1 million. The deal also required annual payments to the city starting at $352,000. WOSU
In Hilliard, Ohio, Amazon AI data centers got a 15 year full exemption with a $2 million per year PILOT directed to schools. Hilliard Schools via Substack
In Piqua, Ohio, each AI data center building pays a $735,000 annual PILOT over a 15 year abatement. The developer pays all utility infrastructure costs. City of Piqua
In Stillwater, Oklahoma, a massive campus negotiated 25 year PILOTs that increase 1 percent annually. The local electric franchise fee alone will generate roughly $2.25 million per phase per year for public parks, facilities, amenities, operations, and future economic development. City of Stillwater
In De Soto, Kansas, a framework for up to $50 billion in investment uses PILOTs set at $0.405 per square foot escalating 1.5 percent annually, plus a 3.75 percent electric franchise fee. City of De Soto
These PILOTs are highly negotiable. Developers and local counsel should expect to model several scenarios.
Community benefits agreements and franchise fees
In addition to PILOTs, many localities are extracting community benefits agreements (CBAs) that commit the developer to fund local programs. Cedar Rapids, Iowa approved a development agreement with QTS that provides up to $18 million over 20 years to a community betterment fund, along with a minimum of 30 high tech full time jobs. City of Cedar Rapids
Henrico County, Virginia used $60 million in AI data center revenue to create an affordable housing trust fund expected to support 750 homes over five years. TechPolicy.Press
Franchise fees on electricity delivered to the AI data center have emerged as another revenue source. The Stillwater and De Soto deals both include them.
Why are nondisclosure agreements so contentious?
Developers frequently ask local officials to sign nondisclosure agreements before sharing project plans or even the developer’s identity. A 2025 research project by University of Mary Washington researchers found that 25 of 31 Virginia localities with AI data centers had signed an NDA with a developer. Virginia Mercury In one case, the developer’s name was not disclosed until the night of the zoning vote, and the total number of AI data centers in the project was released the day after. Virginia Mercury
This secrecy clashes with open meeting laws and erodes public trust. Microsoft announced in 2026 that it would stop using NDAs with local governments for AI data center projects. GeekWire Minnesota considered a bill in 2026 to prohibit municipalities from entering NDAs on development projects. Minnesota House
Developers should be prepared to negotiate without blanket confidentiality. Early public disclosure may actually reduce organized opposition and litigation risk.
How are community opposition and state legislatures changing the incentive landscape?
The cost of state incentives is drawing fire. Virginia forewent $1.9 billion in fiscal 2025. Texas forewent over $1.3 billion. Virginia Dept. of Taxation, Texas Tribune The fiscal return on each dollar spent is estimated at only 30 to 52 cents. NCSL via akleg.gov No state caps the amount it can spend under its AI data center tax incentive program, nor does any state limit the amount any single corporation can claim. Economic Liberties Project
Nine states considered repealing their incentives in the 2025 to 2026 legislative cycle. NCSL via akleg.gov Utah enacted a ban on municipal tax incentives for large load AI data centers. NCSL via akleg.gov Indiana’s House passed a bill requiring a 1 percent PILOT on the value of forgone taxes. NCSL via akleg.gov The Illinois governor called for a two year pause on the state’s AI data center tax incentives. EnkiAI
Community opposition now regularly blocks or delays projects. In the second quarter of 2025, $98 billion in projects were delayed or blocked. Data Center Watch report At least eight Georgia towns and counties and four Indiana counties have banned new data center construction. Capstone DC San Marcos, Texas paused a $1.5 billion proposal after residents raised energy concerns. TechPolicy.Press Tucson’s City Council voted unanimously to oppose a $3.6 billion Amazon campus, though the county later approved a side deal on a 3 to 2 vote. AZ Luminaria, AZ Luminaria
The combined pressure from above (state fiscal scrutiny) and below (community activism) means the old model of a quick, quiet incentive package is fading. Localities have more political cover to demand robust concessions.
What practical negotiating leverage do local governments have?
Local governments control the approvals that AI data center developers need. The move from by right to special exception has given them the procedural upper hand. A developer cannot build without a positive vote after public hearings. That is the central bargaining chip.
But leverage cuts both ways. A developer can walk if terms are too onerous. A Microsoft executive stated in 2024 that he could not think of a site selection decision that was decided by tax incentives. NYT via UMich STPP However, once a developer has invested in land acquisition and preliminary design, it has sunk costs that give the locality a stronger negotiating position.
For counsel on either side, the key is to understand the local political climate and to build a deal that aligns community benefits with the developer’s need for certainty. A development agreement that includes specific performance milestones, a clear PILOT schedule, and a transparent community fund can satisfy both the developer’s investors and the public.
Key takeaways
- Local land use approval for AI data centers is shifting from by right to discretionary legislative approval in Loudoun County, Virginia, a core build market. A public hearing and board vote are now standard. Loudoun Now
- Development agreements are the primary tool for local incentives. They typically pair a property tax abatement with a PILOT and often include community benefit agreements and franchise fees. The terms are highly negotiable.
- NDAs between AI data center companies and local officials are widespread in Virginia, with 25 of 31 localities surveyed having signed them, and these agreements can limit public access to information about project impacts, impairing local democracy. Virginia Mercury
- State legislatures are reassessing the cost of AI data center sales tax exemptions, with nine states considering repeal. Even if state incentives survive, local incentives may be restricted, as in Utah. NCSL via akleg.gov
- Community opposition has blocked or delayed nearly $100 billion in projects. Building a credible community benefit package is increasingly important for AI data center developers seeking project approval, and some cities now require such agreements as a condition of approval. St. Louis press release, Brookings analysis
- Localities hold leverage through the approval process, but developers retain the option to walk. Effective negotiation requires understanding the jurisdiction’s political landscape and constructing a deal that offers measurable local benefits.
Frequently asked questions
Q:What is a PILOT and how does it work in an AI data center deal?
A:A PILOT, or payment in lieu of taxes, is an annual payment that replaces the property tax the developer would otherwise owe. It is negotiated as part of a development agreement and can be a fixed dollar amount, a per square foot amount, or an escalating schedule. For example, Piqua, Ohio negotiated a $735,000 per building PILOT. City of Piqua
Q:Can a Virginia locality ban AI data centers?
A:No. Under the Dillon Rule, Virginia localities may only exercise powers expressly granted by state law. A blanket moratorium is not authorized, but they can use zoning to restrict location and require a special exception. Loudoun County
Q:What are the minimum job requirements for the Texas sales tax exemption?
A:A qualifying data center must create at least 20 permanent full time jobs in the county paying at least 120 percent of the county average weekly wage. Tex. Tax Code § 151.3595
Q:Is there a cap on how much tax benefit one developer can receive from a state program?
A:No. No state caps the amount it can spend under its data center tax incentive program, and no state limits the amount a single corporation can claim. Economic Liberties Project
Q:Has any project used the Florida exemption?
A:No. As of 2025, no AI data center project has claimed or applied for Florida’s sales and use tax exemption. CSG South
Q:What happens if the developer fails to meet the job targets in a development agreement?
A:Most agreements include clawback provisions requiring the developer to repay a portion of the tax benefits. For state incentives, Virginia requires an MOU with VEDP that specifies repayment duties. Va. Code § 58.1-609.3(18)
Q:How many permanent jobs does a typical AI data center create?
A:AI data center representatives indicated that a typical 250,000 square foot AI data center may have approximately 50 full time workers, about half of which are contract workers. JLARC The cost per job in some AI data center incentive deals exceeds $1.9 million. Good Jobs First via Economic Liberties
Q:Are community benefits agreements enforceable?
A:Yes. When included in a development agreement or a standalone contract, a CBA is legally enforceable. Cedar Rapids secured a development agreement with QTS under which the company will contribute up to $18 million over 20 years to a Community Betterment Fund and that is expected to bring hundreds of construction jobs and a minimum of 30 full time positions. City of Cedar Rapids, The Gazette
Q:Why are some towns banning AI data centers?
A:Main reasons include concern over electricity costs, water use, noise, and the low number of permanent jobs relative to incentives given. Community pressure has led at least eight Georgia towns and counties and four Indiana counties to ban new AI data center construction. Capstone DC
Q:What should a developer expect in a negotiation with a locality in 2026?
A:Expect to start without by right certainty. The locality will likely demand a special exception process, public hearings, a detailed development agreement with a PILOT or community fund, and early disclosure of the project’s identity. Nondisclosure agreements alone may not be enough to keep the process quiet.
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Junde Liu, JD, LL.M. (Taxation) candidate at UF Law. Originally published on Compute Law Blog. This article is general information and does not constitute legal advice. Reading it does not create an attorney client relationship. The reader should not act on the basis of any content here without first consulting a licensed attorney in the relevant state. Last reviewed for accuracy May 23, 2026.