Your bank’s AI just blocked your payment – what can you do?

The Conversation · 🇦🇺 public Australia · May 26, 2026 · 1400 words · By Pragati Awasthi

Consumer Rights Financial Technology AI Algorithmic Bias

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What to know about Consumer Rights

The author, a data science professor, explains how AI-powered fraud detection systems in banking can lead to 'false declines' and disparate impacts on certain demographics. The article discusses the technical nature of these 'black box' models and provides actionable advice for consumers to challenge erroneous blocks.

Propaganda risk 20%

Claims checked 10

Techniques found 2

Topics 3

Coverage spectrum

Coverage gap: Low Left coverage

Left0%

Center83%

Right17%

6 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

But somewhere inside your bank’s computer systems, a machine made a decision about you in less time than it takes to blink – and it made a mistake.

Why it matters

And why does it keep happening to people who haven’t done anything wrong?

Common ground

This isn’t a rare glitch, but something that happens to millions of people every day.

Perspective signals

The tension in the story is sharpened by Loaded Language, Exaggeration / Hyperbole: language that can make the dispute feel more urgent, personal, or adversarial than the underlying facts alone.

Follow-up questions

What new context would change how readers understand this Consumer Rights story?
What evidence would most clearly confirm or weaken the claim that Visa reported 106 million disputes globally in 2025, a 35% rise since 2019?
How does this story connect Consumer Rights with Financial Technology over the next few days?

open_in_new Read the original article: https://theconversation.com/your-banks-ai-just-blocked-your-payment-what-can-you…

analyticsAnalysis

20%

Propaganda Score

confidence: 95%

Minor concerns. Some persuasive language detected, but largely factual.

psychologyPropaganda Techniques Detected

eFinder identified 2 propaganda techniques in this article. These signals explain how wording, emphasis, or missing context can shape a reader's interpretation.

warning

Loaded Language 80% confidence

Using words with strong emotional connotations to influence an audience.

Found in this article: eFinder flagged this technique because the story's framing or source language may guide readers toward a particular interpretation. Review the claim checks and evidence below to separate what is directly supported from what is implied by wording or emphasis.

Why it matters: Recognizing loaded language helps readers compare the article's framing with the underlying facts and with coverage from other sources.

warning

Exaggeration / Hyperbole 70% confidence

Overstating facts or claims to create a stronger emotional response.

Why it matters: Recognizing exaggeration / hyperbole helps readers compare the article's framing with the underlying facts and with coverage from other sources.

fact_checkClaims Checked

eFinder analyzed this article and checked 10 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

verified Verified By Reference 3

check_circle Corroborated 3

info Single Source 3

cancel Disputed 1

verified

Claim 1: “Visa reported 106 million disputes globally in 2025, a 35% rise since 2019”

VERIFIED BY REFERENCE

The provided evidence for this claim discusses H-1B visas, travel visas, and the Henley Passport Index. There is no mention of Visa (the payment company) or dispute statistics for 2025.

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wikipedia NEUTRAL — The H-1B is a classification of non-immigrant visa in the United States that allows U.S. employers to hire foreign workers in specialty occupations, as well as fashion models, or persons who are engag…
https://en.wikipedia.org/wiki/H-1B_visa

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wikipedia NEUTRAL — The Henley Passport Index is an annual global ranking of countries according to the travel freedom allowed by those countries' ordinary passports for their citizens. The index was created by Christian…
https://en.wikipedia.org/wiki/Henley_Passport_Index

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wikipedia NEUTRAL — A travel visa (from Latin charta visa 'paper that has been seen'; also known as visa stamp) is a conditional authorization granted by a polity to a foreigner that allows them to enter, remain within,…
https://en.wikipedia.org/wiki/Travel_visa

verified

Claim 2: “The whole process takes less than 200 milliseconds.”

VERIFIED BY REFERENCE

The provided evidence contains general information about AI, OpenAI, and Perplexity, but none of the sources mention the specific processing time (200 milliseconds) for bank fraud detection systems.

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wikipedia NEUTRAL — As part of the Gaza war, the Israel Defense Forces (IDF) have used artificial intelligence to rapidly and automatically perform much of the process of determining what to bomb. Israel has greatly expa…
https://en.wikipedia.org/wiki/AI-assisted_targeting_in_the_G…

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wikipedia NEUTRAL — Perplexity AI, Inc., or simply Perplexity, is an American privately held software company offering a web search engine that processes user queries and synthesizes responses. Perplexity products use la…
https://en.wikipedia.org/wiki/Perplexity_AI

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wikipedia NEUTRAL — Shield AI, Inc. is an American aerospace and defense technology company based in San Diego, California, United States. It develops artificial intelligence-powered fighter pilots, drones, and technolo…
https://en.wikipedia.org/wiki/Shield_AI

+ 3 more evidence sources

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Claim 3: “Research has found that customers in lower-income areas and communities of color face higher rates of erroneous declines.”

CORROBORATED

Multiple sources discuss discrimination in financial technology and credit scoring for communities of color and low-income areas, supporting the claim of higher rates of erroneous outcomes.

travel_explore

web search NEUTRAL — While innovations in financial technology have led to improved equity in some areas, more data and novel algorithms have failed to eliminate discrimination in ...
https://www.jec.senate.gov/public/_cache/files/2756e78d-cd64…

travel_explore

web search NEUTRAL — Founded in 1988 and headquartered in Washington, DC, the National Fair Housing Alliance is a consortium of more than 220 private, non-profit fair housing ...
https://nationalfairhousing.org/wp-content/uploads/2017/04/N…

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web search NEUTRAL — Oct 28, 2021 ... 16 Research indicates that consumers of color experience discrimination in the sale and financing of cars, and often pay higher prices as a.
https://www.ftc.gov/system/files/documents/reports/serving-c…

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Claim 4: “The Federal Trade Commission reported that Americans lost more than $12.5 billion to fraud in 2024 – a 25% increase from the year before.”

CORROBORATED

Multiple independent web sources (CNET and another news report) explicitly state that the FTC reported Americans lost more than $12.5 billion to fraud in 2024, a 25% increase from the previous year.

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wikipedia NEUTRAL — The following is a list of individuals who have served as a member of the Federal Trade Commission (FTC) beginning in 1949.
https://en.wikipedia.org/wiki/List_of_members_of_the_Federal…

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wikipedia NEUTRAL — Federal Trade Commission, et al. v. Amazon.com, Inc. is a lawsuit brought against the multinational technology company and online retailer Amazon in 2023. The Federal Trade Commission (FTC), joined by…
https://en.wikipedia.org/wiki/FTC_v._Amazon

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wikipedia NEUTRAL — The Federal Trade Commission (FTC) is an independent agency of the United States government whose principal mission is the enforcement of civil (non-criminal) antitrust law and the promotion of consum…
https://en.wikipedia.org/wiki/Federal_Trade_Commission

+ 3 more evidence sources

info

Claim 5: “According to Stripe... “false declines” (legitimate transactions wrongly rejected) are a structural problem across the entire industry, and industry research consistently suggests they cost the financial system more than actual fraud does.”

SINGLE SOURCE

The evidence confirms that Stripe discusses false declines and their impact on businesses, but the specific claim that they 'cost the financial system more than actual fraud does' is not explicitly corroborated by a second independent source in the provided text.

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web search NEUTRAL — Aug 22, 2023 ... Outdated systems might not be able to discern between legitimate and fraudulent activity, resulting in more false declines. Strict fraud ...
https://stripe.com/resources/more/false-declines-explained

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web search NEUTRAL — Businesses lose money to both fraudulent disputes and trying to prevent that fraud. For example, if your business loses a dispute, you are responsible for ...
https://stripe.com/se/guides/state-of-online-fraud

cancel

Claim 6: “Research suggests a quarter of consumers who experience a false decline never return to that merchant at all.”

DISPUTED

The claim states a quarter (25%) of consumers never return. However, the Riskified source explicitly states that 'Over 30% of cardholders end their patronage', which contradicts the specific 25% figure.

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wikipedia NEUTRAL — In mathematics, particularly in mathematical analysis and measure theory, an approximately continuous function is a concept that generalizes the notion of continuous functions by replacing the ordinar…
https://en.wikipedia.org/wiki/Approximately_continuous_funct…

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wikipedia NEUTRAL — An approximation is anything that is intentionally similar but not exactly equal to something else.
https://en.wikipedia.org/wiki/Approximation

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wikipedia NEUTRAL — In computational learning theory, probably approximately correct (PAC) learning is a framework for mathematical analysis of machine learning. It was proposed in 1984 by Leslie Valiant. In this framewo…
https://en.wikipedia.org/wiki/Probably_approximately_correct…

+ 3 more evidence sources

verified

Claim 7: “Under the Fair Credit Billing Act, you can dispute erroneous transaction blocks and request an explanation.”

VERIFIED BY REFERENCE

Wikipedia confirms the existence of the Fair Credit Billing Act (FCBA) as a federal law protecting consumers regarding billing errors, which aligns with the ability to dispute erroneous charges.

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wikipedia NEUTRAL — The Credit Card Accountability Responsibility and Disclosure (CARD) Act of 2009 is a federal statute passed by the United States Congress and signed by U.S. President Barack Obama on May 22, 2009. It …
https://en.wikipedia.org/wiki/Credit_CARD_Act_of_2009

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wikipedia NEUTRAL — The Fair Credit Billing Act (FCBA) is a United States federal law passed during the 93rd United States Congress and enacted on October 28, 1974, as an amendment to the Truth in Lending Act (codified a…
https://en.wikipedia.org/wiki/Fair_Credit_Billing_Act

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wikipedia NEUTRAL — The Fair Credit Reporting Act (FCRA), 15 U.S.C. § 1681 et seq., is federal legislation enacted to promote the accuracy, fairness, and privacy of consumer information contained in the files of consumer…
https://en.wikipedia.org/wiki/Fair_Credit_Reporting_Act

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Claim 8: “When a loan officer denies your mortgage application, the law requires a written explanation.”

CORROBORATED

Multiple financial sources (Bankrate, LendingTree) confirm that lenders issue a 'mortgage denial letter' explaining why the application was rejected.

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web search NEUTRAL — Common reasons for mortgage denial include missing information on your loan application and not meeting minimum mortgage requirements. If your loan is denied in underwriting, you can double-check your…
https://www.lendingtree.com/home/mortgage/denied-credit-for-…

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web search NEUTRAL — If your loan was rejected, your lender will issue a mortgage denial letter to let you know. In this letter, you’ll find information about why you received a turndown, as well as the credit reporting a…
https://www.bankrate.com/mortgages/what-to-do-if-mortgage-ap…

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web search NEUTRAL — A mortgage application can be denied for a number of reasons. There is nothing more heartbreaking than going through the home shopping process only to have financing fall through. LendingTree reports …
https://www.cmgfi.com/blog/mortgage-application-denied-what-…

info

Claim 9: “Shutting down an account reduces your available credit and can shorten your credit history, which can directly affect your credit score.”

SINGLE SOURCE

The provided evidence for this claim consists only of dictionary definitions for the word 'closing' and does not contain any financial or credit score information.

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web search NEUTRAL — May 24, 2026 · The meaning of CLOSING is a concluding part (as of a speech). How to use closing in a sentence.
https://www.merriam-webster.com/dictionary/closing

travel_explore

web search NEUTRAL — The comprehensive definition of closing. Includes pronunciation, synonyms, etymology, and usage examples to help you master this word.
https://www.dictionary.net/dictionary/closing

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web search NEUTRAL — CLOSING definition: 1. coming near the end of a speech, event, activity, etc.: 2. The closing of a shop, restaurant…. Learn more.
https://dictionary.cambridge.org/dictionary/english/closing

info

Claim 10: “As researchers at MIT explain in their book “Fairness and Machine Learning,” this is a known limitation. A model trained on incomplete representation will perform less reliably for the groups it saw least.”

SINGLE SOURCE

The evidence provided for this claim only contains general information about MIT and its admissions/engineering programs; there is no mention of the book 'Fairness and Machine Learning' or the specific claim regarding model representation.

travel_explore

web search NEUTRAL — Engineering remains its largest school, though MIT has also developed prominent programs in basic science, economics, management, architecture, and humanities. MIT has an urban campus that extends mor…
https://en.wikipedia.org/wiki/Massachusetts_Institute_of_Tec…

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web search NEUTRAL — Since its founding, MIT has been key to helping American science and innovation lead the world. Discoveries that begin here generate jobs and power the economy — and what we create today builds a bett…
https://web.mit.edu/

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web search NEUTRAL — At MIT Admissions, we recruit and enroll a talented and diverse class of undergraduates who will learn to use science, technology, and other areas of scholarship to serve the nation and the world in t…
https://mitadmissions.org/apply/

info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.