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Eminence Scan | Failures

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Analysis

When a Report Cites Sources That Do Not Exist

Since 2025, invented citations have surfaced in a national AI policy, a White House report, government-commissioned consulting reports, professional-firm research, and expert testimony, and invented quotations in orders drafted in judges’ chambers. Many had passed through review. Almost every time, someone outside found the problem.

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In April 2026 South Africa withdrew its draft national AI policy after it was found to cite sources that do not exist. In the year before, invented citations surfaced in a White House report, in consulting reports commissioned by governments in Australia and Canada, in research published by large professional-services firms, in expert evidence, and invented quotations and misquoted law in orders drafted in two US federal judges’ chambers. In at least nine of the eighteen cases the record describes a review the document went through: partners, cite-checkers, editors, peer reviewers or a Cabinet; in one, covering two judges’ orders, the review that existed was bypassed.

A document can pass several reviews without anyone establishing that its references exist and support its claims.

What this covers: reports, filings, research and policy documents whose references were invented or misattributed, most of them with generative AI involved by the author’s own account, the finder’s evidence or a court’s finding. It matters to anyone who writes, commissions, publishes or relies on such work. See What We Mean by AI.

The cases

Eighteen documented cases, 2025 to 2026, newest first. Open a case to see what was wrong, the review it passed and what happened next.

Who found the problem: A party to the case, its counsel or another firm 7 · Journalists 3 · Academics 2 · AI-detection vendor (GPTZero) 3 · Member of the public 1 · Court-appointed special master 1 · Not stated 1

LeDoux v. Outliers (US federal court, Washington) · July and August 2026 · Two expert reports and several court filings
Found by: The opposing party
What was wrong
Dozens of inaccurate citations, including citations to sources that do not exist and invented quotations; two expert reports cited the same nonexistent articles.
What review was in place
Counsel said she used Claude and ChatGPT and did not check their output against the sources. Both experts signed reports built on the same AI-generated citation table and neither caught the errors.
What happened next
Counsel was sanctioned US$3,000; an expert was excluded and the client’s remaining claims were dismissed.
PwC Middle East · July 2026 · Four published research reports, 2024 to 2026
Found by: GPTZero, an AI-detection company, reported in the press
What was wrong
According to GPTZero’s analysis, reported by the International Accounting Bulletin, fabricated or unsupported citations, including an academic paper on air quality in Riyadh that appeared to have been invented.
What review was in place
Not described by the firm.
What happened next
PwC Middle East said it was updating a limited number of supporting citations.
KPMG · June 2026 · A published report on agentic AI in customer experience
Found by: GPTZero, then the Financial Times
What was wrong
GPTZero found that only 5 of 45 citations pointed accurately to real sources; organizations named in the report told the Financial Times its claims about them were untrue or misleading.
What review was in place
KPMG said its guidelines require human oversight to validate content and verify sources.
What happened next
KPMG removed the report while it investigated.
EY Canada · May 2026 · A published report on fraud in loyalty programs
Found by: GPTZero, through Sherwood News
What was wrong
According to GPTZero, most of its 27 references were AI-generated and made up or referenced incorrectly.
What review was in place
Credited to two partners and a senior manager; EY said it was examining how the report was approved.
What happened next
EY removed the report.
South Africa, Department of Home Affairs · April 2026 · A Cabinet-approved white paper on citizenship and immigration
Found by: Not stated by the department
What was wrong
Apparent AI hallucinations among the references appended to the paper.
What review was in place
Approved by Cabinet; the department said the references were attached after the fact and are not cited in the body.
What happened next
Two senior officials suspended, the reference list withdrawn, and law firms appointed to review every policy document since November 2022; AI checks and declarations are to be added to approvals.
South Africa, Draft National AI Policy · April 2026 · A draft national policy published for comment
Found by: News24
What was wrong
Fictitious sources in the reference list.
What review was in place
The minister said AI-generated citations were most plausibly included without proper verification, and that his department had not met the standard expected of it.
What happened next
The draft was withdrawn on April 26, 2026.
Sullivan & Cromwell · April 2026 · An emergency motion in a US bankruptcy court
Found by: Another law firm
What was wrong
AI-generated fabricated or inaccurate citations.
What review was in place
Citation-review policies, two tracked training modules before any AI access, and a rule to check all AI output independently; the firm said its review process did not identify the errors.
What happened next
The signing partner thanked the other firm for raising the errors; a re-review of the firm’s other filings found no further AI errors.
University of Hong Kong · December 2025 · A peer-reviewed journal article
Found by: A member of the public, on Threads
What was wrong
At least 24 references the publisher could not verify; AI use was not disclosed.
What review was in place
The corresponding author said the paper passed two rounds of review; the journal acknowledged an oversight in checking references.
What happened next
The paper was retracted and the corresponding author resigned as associate dean.
Deloitte Canada · November 2025 · A health workforce plan for Newfoundland and Labrador
Found by: The Independent
What was wrong
At least four citations that do not, or appear not to, exist.
What review was in place
Deloitte said AI was used selectively to support a small number of research citations, not to write the report.
What happened next
Deloitte acknowledged four incorrect citations, stood by its findings and committed to a full citation review.
Education Accord NL · September 2025 · A 10-year education plan for Newfoundland and Labrador
Found by: Memorial University academics, via Radio-Canada
What was wrong
At least 15 citations to journal articles and documents that do not exist.
What review was in place
A co-chair said “We checked everything”; another placed the failure in editing and reference checking.
What happened next
Pulled from the government website; a corrected version had not been posted by September 2026.
Deloitte Australia · August 2025 · An assurance review for a federal department
Found by: A University of Sydney academic, through the media
What was wrong
Nonexistent references and citations.
What review was in place
Deloitte told the government its product was reviewed before delivery and that the review corrected some errors but not all.
What happened next
Deloitte repaid the final instalment of A$97,587.11 and the report was corrected.
Two US federal judges · June and July 2025 · Court orders
Found by: The parties in the cases
What was wrong
Orders that misquoted law, named people who were not in the case and attributed invented quotations to parties.
What review was in place
Both chambers said drafts normally pass several levels of review, including cite-checking tools; the orders were early drafts docketed without it.
What happened next
Both orders were removed from the docket and one was replaced three days later; one judge now requires a second clerk to review every draft.
Johnson v. Dunn (Butler Snow) · July 2025 · Court motions
Found by: The opposing party
What was wrong
Citations fabricated by ChatGPT.
What review was in place
A partner added the citations without checking them; the lawyer who signed checked only grammar; the practice-group leader gave one motion only a brief scan.
What happened next
Three lawyers publicly reprimanded, disqualified and referred to the state bar.
White House MAHA report · May 2025 · A federal government report
Found by: NOTUS
What was wrong
Seven of 522 citations were to papers that could not be found.
What review was in place
None described.
What happened next
Citations were corrected; the White House called them “formatting issues”.
Concord Music v. Anthropic (Latham & Watkins) · May 2025 · An expert declaration
Found by: The opposing party
What was wrong
A citation formatted by Claude with the wrong title and authors.
What review was in place
The expert and counsel reviewed each reference, and a manual cite-check confirmed the source and corrected page numbers but missed the wrong title and authors.
What happened next
The court struck the paragraph that relied on the citation and said the issue undermined the declaration’s credibility; the firm added multiple levels of review.
Lacey v. State Farm · May 2025 · A brief by two law firms
Found by: The court-appointed special master
What was wrong
About 9 of 27 citations were wrong in some way; at least two authorities did not exist.
What review was in place
No one at either firm cite-checked an AI-produced outline passed between them; a corrected resubmission kept most of the errors.
What happened next
The briefs were struck and the firms ordered to pay US$31,100.
Reddy v Saroya (Alberta Court of Appeal) · 2025 and January 2026 · An appeal factum drafted by a contractor
Found by: The opposing party’s counsel
What was wrong
Seven cited cases could not be found.
What review was in place
Drafted by a third-party contractor; the court held the lawyer named on the filing responsible.
What happened next
In January 2026 the court ordered costs of C$17,550 plus GST against lead counsel personally.
Kohls v. Ellison · January 2025 · An expert declaration for a state attorney general
Found by: The opposing party
What was wrong
Two nonexistent academic articles and one misattribution, from GPT-4o.
What review was in place
The attorney general’s office said it had no idea the declaration contained AI-generated citations.
What happened next
The declaration was excluded.

Three of the cases rest on investigations by GPTZero, which sells AI-detection software and so has a commercial interest in finding such errors; in each, the firm removed the report or said it was correcting citations. A firm’s response is its own account; KPMG and Deloitte had not published the outcome of their reviews by October 2026.

The reviews were there

The striking feature of these cases is not that no one checked. It is what the checks were looking for.

  • Deloitte told the Australian government that its product was reviewed before delivery, and that the review corrected some errors but did not identify all of them.
  • Sullivan & Cromwell said its lawyers must complete two tracked training modules before using AI, that its rules require independent checks of AI output, and that its citation review still did not identify the AI-generated errors.
  • Latham & Watkins’ manual cite-check confirmed that a source supported the point and corrected its page numbers, but missed that the title and authors were wrong; the court said it was not clear how a complete change of title could escape a human cite-check.
  • Two federal judges said drafts in their chambers normally pass several levels of review, including cite-checking tools, but that the orders in question were early drafts docketed without it.
  • A University of Hong Kong paper passed two rounds of review, according to its corresponding author, and the journal acknowledged an oversight in checking its references.
  • Education Accord NL’s co-chairs said they had submitted a checked report and that the failure was in editing and reference checking; one said “We checked everything”.

Review built for human error checks that a reference is formatted correctly and supports the point. AI can produce references that look correct and do not exist, or that point to a real document under the wrong title and authors, so the check that works is the one that opens the source and compares every element of the citation with it. In the Australian case, the department told a Senate committee that quality assurance for AI-assisted work needs to be framed to pick up what AI might get wrong.

Who found them

In every case where the record says who found the problem, it was someone other than the people who produced the document. A party to the case, its counsel or another firm found seven; checking the other side’s citations is part of their work. Journalists, academics, a detection company and a member of the public found most of the rest. In the Deloitte Australia case, the department learned of the errors through a media request.

What it cost

  • Money. Deloitte repaid the final instalment of A$97,587.11 on its contract with the Australian department, in a repayment confirmed in October 2025. In May 2025 two law firms were ordered to pay US$31,100 to the other side, and in July 2026 a lawyer was sanctioned US$3,000 personally.
  • The work itself. An expert’s evidence was excluded and his client’s case dismissed; another expert declaration was excluded; a paper was retracted; a national policy draft was withdrawn; reports were removed from firms’ websites.
  • People. South Africa’s Home Affairs department suspended two senior officials and ordered a review of every policy document it had produced since November 2022. Three lawyers were reprimanded, disqualified and referred to their state bar.

What would have prevented it

What happenedWhat would have caught itEvidence from the cases
The source was opened and confirmed to support the point, but the citation’s title and authors were not compared with itOpen every cited source and confirm it exists, that its title, authors and details match the citation, and that it says what is claimed, before releaseA cite-check that confirmed format missed a wrong title and authors
Senior lawyers’ names were on the filings; one did not review one motion and only scanned the other, and the lawyer who signed checked only grammarMake the person who signs responsible for having checked, and record what they checkedThe lawyer named on a filing bears responsibility even when a contractor drafted it
AI output passed between people and firms uncheckedTell the next reviewer when AI was used, and check at every handoverThe receiving firm did not know AI had been used and did not ask
Drafts went out without the review that existedMake the check a gate in the release process, not a habitOne judge now requires a second clerk’s review of every draft
Training and policy were in place and not followedTrain people on what AI errors look like, and test whether the check happenedA department now plans AI checks and declarations as part of approval

Are you at risk?

For anyone who writes, commissions or relies on reports, filings or research.

  1. Does anyone open each cited source before your work is released, or does review check only that references look complete?
  2. Do the people who sign the work know which parts were drafted with AI?
  3. When AI-assisted work passes between colleagues, firms or contractors, does each handover include a check?
  4. Is the citation check a required step before release, with a record that it was done?
  5. When you commission work, does the contract require disclosure of AI use and say who checks the references?
  6. If an outsider found an invented reference in your work tomorrow, could you show what was checked?

Sources and further reading

Review status

Orientation, not legal advice. Each statement about a named organization rests on a court record, a government statement, the organization’s own statement or a named publication, and goes no further than that source; the investigations by GPTZero are identified as a detection vendor’s own analysis.

Published by Eminence Growth Solutions
https://eminencegrowthsolutions.com/tools/eminence-scan/failures/adviser-reports-fabricated-citations/

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