The record

Where automated decisions went wrong

Incidents gathered from public reporting around the world. Each one links to the articles it came from. None of it is a finding that anyone broke the law.

Reports people file about their own experience are not shown here and never will be without their agreement. Tell us what happened to you.

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44 incidents closest to “Dynamic Revenue Plus” · matched on meaning · public reporting

$3.75M HireVue Illinois BIPA class action settlement - Top Class Actions

Collected voice and facial biometrics from job applicants during video interviews without consent

Company involved
HireVue Inc.
AI system involved
HireVue

1 source article · read the reporting →

Meta accused of profiting from billions of scam ads - ICLG

The AI system generated and targeted scam advertisements to users, causing potential financial harm.

Company involved
Meta Platforms
AI system involved
Advantage+

1 source article · read the reporting →

WF-0V6MSIArabic

Google AI Search Shows Product Prices 21.6% Higher

بحث غوغل بالذكاء الاصطناعي يعرض أسعارًا أعلى بـ 21.6% للمنتجات - وكالة عمون الاخبارية

A study found that Google's AI Mode shows the same products at prices 21.6% higher on average compared to traditional search. The primary seller for the same product differed nearly 50% of the time, suggesting AI Mode prioritizes different sellers and is less focused on low prices. Google stated that all shopping results, including AI Mode, use the same Shopping Graph data source.

Company involved
Google
AI system involved
AI Mode

1 source article · read the reporting →

Resume prompt injection tricks AI hiring - moneywise.com

AI screening system determined which job applicants to advance to the next stage of recruitment.

1 source article · read the reporting →

3rd Circuit Revives Hotel Price-Fixing Suit Over Cendyn Rainmaker Algorithm

A group of hotel guests allege that Caesars Entertainment, Hard Rock, Borgata, and MGM conspired to fix room rates using Cendyn's Rainmaker algorithm. The algorithm allegedly recommended prices based on competitively-sensitive information shared among the casinos. The U.S. Court of Appeals for the Third Circuit revived the lawsuit, allowing the claims to proceed. The case is pending.

Company involved
Caesars Entertainment, Hard Rock, Borgata, MGM
AI system involved
Rainmaker

2 source articles · read the reporting →

Deepfake Rupert, Musk ads used to steal R1 billion - Billionaires.Africa

The deepfake system created fake ads that induced investors to invest in Banxso and lose money.

Company involved
Banxso
AI system involved
Immediate Matrix

1 source article · read the reporting →

WF-5YXCSP1 Sep 2021

Uber's Secretive 'Upfront Fares' Algorithm Cuts Driver Pay in Many Cities

Uber introduced an opaque algorithm called 'Upfront Fares' to calculate driver pay in 24 U.S. cities, replacing the previous time-and-distance-based rate. Drivers report lower and unpredictable earnings, with Uber taking a larger cut of fares. The company claims the change gives drivers more control, but critics say the secrecy makes it impossible to verify fair pay. The algorithm may learn the lowest rate drivers will accept, potentially driving down wages.

Company involved
Uber
AI system involved
Upfront Fares

3 source articles · read the reporting →

WF-CA5PVX14 Feb 2024

Meta's Advantage Plus AI ad tool overspends and underperforms for advertisers

In February 2024, Meta's automated ad platform Advantage Plus began malfunctioning, causing advertisers' costs per impression to skyrocket and blowing through daily budgets without delivering sales. Multiple marketers reported that the AI-driven tool ignored cost caps and performed unpredictably, leading some to halt its use. Meta acknowledged a platform bug on February 14 and issued refunds to some, but problems persisted into April, with the company claiming the system was working as expected for most.

Company involved
Meta
AI system involved
Advantage Plus

1 source article · read the reporting →

WF-CESBK714 Oct 2024

Portland Water Bureau AI pilot offers discount to billionaire CEO

The Portland Water Bureau used a machine learning system in a randomised control trial to identify customers for its financial assistance programme. The system selected Columbia Sportswear CEO Tim Boyle, a billionaire and one of the city's largest residential water consumers, for a 40% water bill discount. Boyle declined the discount, stating it should go to someone who needs it. The bureau is testing whether the SERVUS algorithm can accurately identify customers' ability to pay.

Company involved
Portland Water Bureau
AI system involved
Smart Discount Program

1 source article · read the reporting →

Canada Investigates Landlords' Use of AI Rent-Setting Software YieldStar

The Competition Bureau of Canada is investigating allegations that major corporate landlords, including Dream Unlimited, used AI-powered software YieldStar to coordinate rent increases. Tenant advocacy groups filed over 100 complaints, claiming the software recommended above-market rents, exacerbating housing affordability. Some landlords have since halted use of YieldStar amid public backlash, while the investigation continues.

Company involved
Dream Unlimited
AI system involved
YieldStar

7 source articles · read the reporting →

WF-ZTR26N1 Nov 2023

DC attorney general sues 14 landlords over RealPage rent collusion

The Attorney General of Washington DC filed a lawsuit against 14 large landlords, alleging they used RealPage's YieldStar software to form “a District-wide housing cartel” that artificially inflated rents. The complaint claims RealPage's pricing algorithm used data supplied by the landlords and pressurised them to follow its rate recommendations, with one firm's internal presentation stating at least 95% compliance was expected. This alleged scheme caused residents to pay millions of dollars above fair market prices during a housing affordability crisis.

Company involved
Greystar Management Services
AI system involved
YieldStar

10 source articles · read the reporting →

WF-78BIQP3 Jun 2017

Uber's pricing algorithm surged prices during London Bridge attack

On June 3, 2017, during a terrorist attack on London Bridge, Uber's dynamic pricing algorithm increased ride prices by over 200% for 43 minutes. Customers attempting to flee the area faced surge pricing. The algorithm automatically adjusted prices based on supply and demand without accounting for the emergency.

Company involved
Uber

7 source articles · read the reporting →

Australian government settles Robodebt class action for $1.7 billion

The Robodebt system, an automated debt recovery system used by Centrelink, calculated welfare debts using averaged income data from the ATO, leading to invalid debts. A class action was filed in November 2019 and settled in November 2020. The settlement provided refunds of over $751 million in invalid debts collected and $112 million in compensation to approximately 400,000 group members. The Australian government also dropped claims for over $1 billion in invalid debts.

Company involved
Australian Government (Centrelink)
AI system involved
Robodebt

10 source articles · read the reporting →

WF-VHZSJ54 Jul 2025

Deloitte to refund Australian government after AI-generated report errors

Deloitte used generative AI (Azure OpenAI GPT-4o) to help produce an independent assurance review for Australia's Department of Employment and Workplace Relations. The report, published in July 2025, contained multiple errors including non-existent academic references and a fabricated court case. After the errors were flagged, Deloitte acknowledged the AI use and agreed to refund the final instalment of the A$439,000 contract. The report was corrected, but its substance and recommendations remained unchanged.

Company involved
Deloitte
AI system involved
Azure OpenAI GPT-4o

5 source articles · read the reporting →

RealPage's YieldStar algorithm pushes rents higher for tenants

RealPage's YieldStar algorithm uses private competitor data to recommend rent increases for apartment units. Landlords adopt up to 90% of the suggestions, leading to higher rents for tenants. Critics allege the software may facilitate indirect price-fixing in violation of antitrust law. The company denies wrongdoing and says the software helps eliminate collusion.

Company involved
RealPage
AI system involved
YieldStar

10 source articles · read the reporting →

Inland Revenue warns of AI scam using commissioner's image

Scammers used AI-generated images and messaging to impersonate New Zealand's Commissioner of Inland Revenue, Peter Mersi, in social media ads inviting people to a fake crypto tax webinar. The ads aimed to trick people into giving personal information for identity theft or account access. Inland Revenue received over 3000 scam reports in three months and worked to have the ads removed, but they kept reappearing. The department warned the public about the increasing use of AI in investment scams.

2 source articles · read the reporting →

UDR Sued Over Alleged Use of RealPage Algorithm to Set Rents in San Diego

A class action lawsuit alleges that UDR, Inc. used RealPage's YieldStar algorithmic pricing software to set rental rates and occupancy levels for its San Diego properties, in violation of a local ordinance. The suit claims the software relied on nonpublic competitor data, contributing to inflated rents and making housing less affordable. The lawsuit, filed in July 2026, seeks to represent all affected tenants. UDR has previously acknowledged using YieldStar as one tool among others in its decision-making.

Company involved
UDR, Inc.
AI system involved
RealPage YieldStar

1 source article · read the reporting →

WF-AW0QVD8 Oct 2019

UberEats algorithm change causes pay cuts and financial hardship for car drivers

A survey by the Transport Workers' Union found that UberEats car drivers experienced a 50% pay cut after the company changed its delivery allocation algorithm to preference cyclists and scooter riders. Drivers reported bankruptcy, homelessness, and inability to support their families. The TWU has called for regulation of the gig economy and delivered a letter to the NSW shadow minister.

Company involved
UberEats
AI system involved
UberEats platform

10 source articles · read the reporting →

WF-KBSLAS16 Sep 2020

Shipt's new V2 algorithm reduces pay for 41% of workers, study finds

A study by MIT Media Lab and Coworker.org found that Shipt's new V2 payment algorithm reduced pay for 41% of workers by an average of 11% per shop. The algorithm, rolled out in September 2020, replaced a transparent payment system with a black-box model. Workers pooled data to analyze the impact, revealing uneven distribution of earnings.

Company involved
Shipt
AI system involved
V2

10 source articles · read the reporting →

WF-XGIXWV31 Jan 2020

DWP's Universal Credit algorithm causes underpayment and hardship for claimants

The Department for Work and Pensions (DWP) uses an automated means-testing algorithm in its Universal Credit system that miscalculates earnings due to a design flaw, leading to underpayments and fluctuating benefit amounts. Claimants such as Janet R. received payments hundreds of pounds short, forcing them into debt and foodbank use. A Court of Appeal ruling in June 2020 ordered the DWP to fix the flaw, but the department had not yet fully implemented the remedy at the time of writing.

Company involved
Department for Work and Pensions
AI system involved
Universal Credit

10 source articles · read the reporting →

WF-GP9JON1 Jan 2013

Allstate's proposed retention model charged big spenders more in Maryland

Allstate proposed an auto insurance rate adjustment plan in Maryland using a retention model algorithm that varied premium changes based on existing premiums. The algorithm would have increased rates up to 20% for customers already paying the highest premiums while capping increases at 5% for others, and would have denied meaningful discounts to thousands owed reductions. The Maryland Insurance Administration rejected the plan as discriminatory, but Allstate claims it was withdrawn and has continued proposing similar models elsewhere. The proposal never took effect in Maryland.

Company involved
Allstate Corporation
AI system involved
retention model

9 source articles · read the reporting →

WF-53YZFN1 Jul 2023

Nevada's AI grad score model cuts funding for low-income students

Nevada replaced its income-based school funding formula with a machine learning model developed by Infinite Campus that generates a 'grad score' for each student. The model reduced the number of students eligible for supplemental funding from 288,000 to 63,000, disproportionately affecting low-income students. Critics argue the model lacks transparency and de-emphasizes economic status, potentially leaving many high-poverty schools underfunded.

Company involved
Nevada Department of Education
AI system involved
Grad score model

7 source articles · read the reporting →

WF-YQ3F4O1 Nov 2015

Airbnb smart-pricing algorithm increased racial revenue gap, study finds

A study by Carnegie Mellon University found that Airbnb's smart-pricing algorithm increased the revenue gap between White and Black hosts, even though it narrowed the gap among hosts who adopted it. The algorithm, which sets daily prices automatically, was adopted by fewer Black hosts, so its suggested prices were closer to the optimum for White hosts. The researchers said the tool could reduce racial disparities only if more Black hosts adopted it.

Company involved
Airbnb
AI system involved
Airbnb smart-pricing algorithm

10 source articles · read the reporting →

WF-SWP73K1 Apr 2023

USPS algorithm RRECS causes pay cuts for two-thirds of rural mail carriers

The United States Postal Service (USPS) implemented a new algorithm, RRECS, to evaluate rural carrier routes and determine pay. Due to flaws in how carriers scanned packages, the algorithm underestimated route times, resulting in pay cuts for 66 per cent of rural carriers, some losing thousands of dollars annually. Carriers report that they were not adequately trained on the system and that the cuts are scheduled to take effect, though they have been postponed multiple times. The USPS stated that the system is the result of a nationally negotiated agreement.

Company involved
United States Postal Service
AI system involved
RRECS

9 source articles · read the reporting →

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