New Jersey Bans Algorithmic Rent-Setting Software, Calling It 'Collusion by Algorithm'
New Jersey has officially banned landlords from using algorithmic software to set rental prices, targeting platforms accused of artificially inflating the housing market.
By Factlen Editorial Team
- Consumer Protection Advocates
- Argue that algorithmic pricing allows corporate landlords to collude and artificially inflate rents without directly communicating.
- Property Technology Industry
- Maintains that pricing algorithms simply provide rental advice to maximize occupancy and are protected as free speech.
- Antitrust Watchdogs
- Warn that algorithmic coordination represents a novel threat to market competition that traditional antitrust laws must adapt to address.
What's not represented
- · Small, independent landlords who do not use algorithmic software but are affected by the broader market distortions.
- · Federal judges tasked with balancing century-old antitrust laws against modern First Amendment corporate speech claims.
Why this matters
Algorithmic pricing has quietly added billions of dollars to the national cost of living by allowing corporate landlords to coordinate rent hikes. New Jersey's ban is a major test case for whether states can successfully outlaw AI-driven price-fixing, potentially setting a precedent that could lower housing costs nationwide.
Key points
- New Jersey Governor Mikie Sherrill signed the FAIR Act, banning landlords from using algorithmic software to set rents.
- The law targets platforms that ingest private, non-public competitor data to generate automated pricing recommendations.
- A White House report estimates these algorithms cost U.S. renters $3.8 billion in artificial markups in 2023.
- Violators face civil penalties of up to $1,000 per violation, enforced by the state Attorney General.
- The property tech industry is fighting back, arguing that the bans violate their First Amendment right to free speech.
For years, renters across the United States have faced inexplicable, synchronized rent hikes, often feeling as though they were bidding against an invisible machine. In many cases, they were. On Monday, New Jersey took decisive action against this practice, officially banning landlords from using algorithmic software to set or recommend rental prices.[1]
Governor Mikie Sherrill signed the Forbidding the Algorithmic Inflation of Rent (FAIR) Act into law, marking one of the most aggressive state-level crackdowns on property technology platforms. The legislation targets a specific, controversial mechanism: software that ingests private, non-public data from competing landlords to generate automated pricing recommendations.[1][2]
State officials and housing advocates have characterized the practice as "collusion by algorithm." By relying on third-party platforms to dictate pricing, landlords can effectively move in lockstep, artificially inflating the housing market without ever holding a backroom meeting.[1][2]
The mechanics of these platforms rely on a massive pooling of proprietary information. Landlords feed sensitive data—including actual rents paid, occupancy rates, and lease expiration dates—into a centralized algorithmic engine. The software then processes this aggregated competitor data to advise each property manager on exactly how much to charge for an available unit.[4]
This "hub-and-spoke" model allows property owners to bypass traditional price-fixing laws, achieving the same financial outcome as a cartel while maintaining a veneer of independent decision-making. The FAIR Act explicitly brings this high-tech coordination under the umbrella of the New Jersey Antitrust Act.[4][6]
The scale of algorithmic pricing in the residential market is staggering. According to a recent analysis, a single dominant software provider, RealPage, had at least 600 corporate customers using its systems to price over 4.5 million residential units nationwide. That figure represents approximately eight percent of all rental units in the United States.[3]
The financial toll on tenants has been heavily documented. A 2024 report by the White House Council of Economic Advisers found that rent-pricing algorithms added an average of $70 per month to rents in buildings that utilized the software. Across the country, this artificial markup cost renters an estimated $3.8 billion in a single year.[3]

Across the country, this artificial markup cost renters an estimated $3.8 billion in a single year.
Under the new New Jersey law, it is now illegal to sell, license, or use these algorithmic devices within the state. The legislation empowers the Attorney General to file civil actions against violators, seeking damages, restitution of illegal profits, and civil penalties of up to $1,000 per violation.[4]
Crucially, the FAIR Act is not a blanket ban on all property management technology. The law specifically exempts ordinary spreadsheets, publicly available rent estimates, property-listing databases, and software used to comply with government affordability programs. The defining trigger for a violation is the exchange and algorithmic processing of private, competitive information.[1][4]
The property technology industry has fiercely pushed back against the narrative of digital collusion. Companies like RealPage and Yardi Systems maintain that their software does not force landlords to accept price recommendations and that the algorithms are designed to maximize overall revenue by keeping units occupied, which they argue ultimately benefits the housing ecosystem.[7]
As municipalities and states have begun outlawing the software, the industry has launched a novel legal defense. In lawsuits challenging similar bans in New York and Berkeley, California, RealPage has argued that its algorithmic recommendations constitute "rental advice" and are therefore protected speech under the First Amendment.[5][6]

This legal strategy relies heavily on the precedent set by Citizens United, asserting that a ban on algorithmic pricing is an unconstitutional, content-based restriction on corporate speech. If federal courts accept this premise, it could severely undermine the ability of states to regulate AI-driven commerce and price-setting.[5][6]
The aggressive litigation has already produced a chilling effect in some jurisdictions. Earlier this year, the city council in Portland, Oregon, shelved a proposed ban on rent-setting algorithms after industry lobbyists threatened expensive First Amendment lawsuits.[6]
Despite these legal threats, the regulatory momentum against algorithmic pricing continues to accelerate. New Jersey joins a growing coalition of jurisdictions—including New York State, San Francisco, and Philadelphia—that have enacted strict prohibitions.[5][6]
These legislative efforts are running parallel to massive federal enforcement actions. The United States Department of Justice, alongside multiple state attorneys general, is actively pursuing antitrust litigation against RealPage and several major corporate landlords, seeking to dismantle the data-sharing networks entirely.[6][7]
For New Jersey renters, the FAIR Act represents a tangible victory in an increasingly unaffordable housing landscape. By severing the digital ties that allow corporate landlords to coordinate pricing, the state is attempting to force property owners back into genuine competition, ensuring that the invisible hand of the market is no longer guided by a centralized algorithm.[1][2]
How we got here
October 2022
ProPublica publishes an exposé detailing how corporate landlords use RealPage software to coordinate and inflate rents.
August 2024
The U.S. Department of Justice and several states file a major antitrust lawsuit against RealPage.
October 2025
New York becomes the first state to pass a statewide ban on algorithmic rent-setting, prompting an immediate First Amendment lawsuit from the industry.
July 2026
New Jersey Governor Mikie Sherrill signs the FAIR Act into law, making the state the latest battleground in the fight against digital price-fixing.
Viewpoints in depth
Tenant Advocates and State Officials
Viewing the software as a high-tech cartel that artificially inflates the cost of living.
Proponents of the FAIR Act argue that algorithmic pricing represents a modern loophole in antitrust law. By outsourcing their pricing strategies to a single third-party algorithm, landlords can effectively move in lockstep to raise rents without ever holding a formal meeting. Officials point to data showing these tools have added billions of dollars to the national rent burden, arguing that housing is a fundamental necessity that must be protected from digital price-fixing.
Property Management Software Companies
Defending the algorithms as standard business intelligence tools protected by the First Amendment.
The property technology industry strongly denies allegations of collusion. Companies like RealPage argue that their software simply analyzes market conditions to provide "rental advice," which landlords are free to ignore. Furthermore, they have launched an aggressive legal defense claiming that bans on algorithmic pricing violate their First Amendment rights to free speech, arguing that governments cannot constitutionally restrict the dissemination of data-driven business recommendations.
What we don't know
- It remains unclear how federal courts will rule on the industry's novel claim that algorithmic pricing recommendations are protected under the First Amendment.
- It is unknown whether the ban will lead to a measurable decrease in average rent prices across New Jersey, or simply slow the rate of future increases.
Key terms
- Algorithmic Pricing
- The use of automated software and artificial intelligence to determine the optimal price for a product or service based on vast amounts of market data.
- Non-public Competitor Data
- Sensitive business information—such as actual rents paid and lease expiration dates—that is not available to the general public but is shared among landlords via software platforms.
- Hub-and-Spoke Conspiracy
- An antitrust concept where competitors (the spokes) do not interact directly with each other, but instead coordinate their actions through a central third party (the hub).
- The FAIR Act
- The Forbidding the Algorithmic Inflation of Rent Act, a 2026 New Jersey law that bans the use of algorithmic rent-setting software.
Frequently asked
Does this mean my rent will go down immediately?
Not necessarily. While the law prevents landlords from using algorithms to coordinate future rent hikes, it does not mandate rent reductions or impose rent control ceilings on existing leases.
Are all property management software programs banned?
No. The FAIR Act specifically targets software that ingests and analyzes private, non-public competitor data to recommend prices. Standard spreadsheets and public listing databases remain perfectly legal.
How will the state enforce this ban?
The New Jersey Attorney General is empowered to file civil actions against violators. Landlords caught using the banned software face fines of up to $1,000 per violation, plus potential restitution and triple damages under state antitrust laws.
What is the industry's defense against these laws?
Software providers argue that their algorithms simply offer 'rental advice' to maximize occupancy. They are currently suing several jurisdictions, claiming that banning their software violates their First Amendment right to free speech.
Sources
[1]Jersey VindicatorConsumer Protection Advocates
Legislature sends FAIR Act to Gov. Sherrill, advancing ban on algorithmic rent-setting software
Read on Jersey Vindicator →[2]Hudson County ViewConsumer Protection Advocates
Governor Sherrill Signs Legislation to Regulate Rent Setting Algorithms
Read on Hudson County View →[3]Insider NJConsumer Protection Advocates
Governor Mikie Sherrill signed the Forbidding the Algorithmic Inflation of Rent, or FAIR Act, into law
Read on Insider NJ →[4]New Jersey LegislatureAntitrust Watchdogs
An Act prohibiting use and sale of algorithmic devices for setting rent price
Read on New Jersey Legislature →[5]ForbesProperty Technology Industry
RealPage says New York's ban on algorithmic rent-setting violates free speech
Read on Forbes →[6]Open Markets InstituteAntitrust Watchdogs
RealPage challenges city ordinance banning algorithmic rent-setting tools
Read on Open Markets Institute →[7]The Real DealProperty Technology Industry
Jersey City politicians aren't waiting to see if ongoing lawsuits prove that allegation
Read on The Real Deal →
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