Submitted:
02 January 2026
Posted:
05 January 2026
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Abstract
Keywords:
Introduction
Core Research Question
- When do courts impose sanctions, issue warnings, or excuse AI hallucinations?
- Does user intent, or lack thereof, affect outcomes, or is the duty to verify AI outputs effectively strict?
- How do responses differ based on the actor involved, including lawyers, pro se litigants, expert witnesses, and judges?
- Are new rules and doctrines emerging to address AI use in the tax & legal process, or are existing professional and procedural standards being adapted?
The Surge of AI Hallucinations in Tax & Legal Practice (2023–2025)

Factors Influencing Sanctions, Warnings, or Excuses for AI Hallucinations
Leniency and Warnings
Sanctions for Lawyers
Intermediate Cases: Partial Sanctions
Role-Based Differences in Accountability
Lawyers and Law Firms
Pro Se Litigants
Expert Witnesses and Other Non-Attorney Contributors
Judges and Adjudicators Using AI
Professional Responsibility and the Emerging Duty of Verification
New Procedural Rules
Conclusions and Implications
| 1 | ABA Comm. on Ethics & Pro. Resp., Formal Op. 512, at 3 (2024); see also Shatrunjay Kumar Singh, Risk-Weighted Hallucination Scoring for Legal Answers: A Conceptual Framework for Trustworthy AI in Law, 10 Int’l J. Innovative Sci. & Res. Tech. 1907, 1917 (2025) (defining hallucinations as core system behaviors emerging from predictive modeling rather than factual retrieval). |
| 2 | Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 448 (S.D.N.Y. 2023); see also Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models, 16 J. Legal Anal. 64, 66 (2024). |
| 3 | Damien Charlotin, AI Hallucination Cases Database (last updated Nov. 13, 2025), https://www.damiencharlotin.com/hallucinations/ (logging 596 unique tax & legal proceedings involving unverified artificial intelligence output); see also Matthew Lee, 12 False Citations/AI Hallucinations in UK Courts (Ayinde), Natural and Artificial Intelligence in Law (2025) (noting over 50 international cases in July 2025 alone) and also author’s dataset (last updated Dec. 31, 2025) available at Tax AI Research, Tex. A&M Univ., https://sites.google.com/tamu.edu/pramod-kumar-siva/ai-hallucination. |
| 4 | Matthew Dahl et al., Large Legal Fictions: Profiling Legal Hallucinations in Large Language Models, 16 J. Legal Anal. 64, 66 (2024); see also Damien Charlotin, AI Hallucination Cases Database (last updated Nov. 13, 2025), https://www.damiencharlotin.com/hallucinations/ (indexing 596 distinct judicial proceedings involving confirmed fabricated content). |
| 5 | Charlotin, supra (documenting that 506 of the 596 tracked incidents occurred between January and November of 2025). |
| 6 | Id.; see also Matthew Lee, 12 False Citations/AI Hallucinations in UK Courts (Ayinde), Natural and Artificial Intelligence in Law (2025) (noting that over 50 international cases were logged in July 2025 alone) and also author’s dataset (last updated Dec. 31, 2025) available at Tax AI Research, Tex. A&M Univ., https://sites.google.com/tamu.edu/pramod-kumar-siva/ai-hallucination. |
| 7 | Charlotin, supra (listing approximately 298 pro se litigants and 256 licensed attorneys in the verified registry). |
| 8 | Damien Charlotin, AI Hallucination Cases Database (last updated Nov. 13, 2025), https://www.damiencharlotin.com/hallucinations/. |
| 9 |
Id.. |
| 10 | See Ayinde v. Borough of Haringey EWHC 1383 (Admin) at [page number], (formalizing the asymmetry between litigants-in-person and regulated lawyers and noting that while thresholds for contempt may be met by unverified AI use, professional discipline is the preferred initial recourse for attorneys); Harber v. HMRC UKFTT 1007 (TC) (declining sanctions for a pro se litigant unaware of hallucination risks); Delano Crossing 2016 v. County of Wright, No. 86-CV-23-2147, 2025 WL 1539250 (Minn. Tax. Ct. May 29, 2025) (finding a Rule 11 violation but opting for a board referral over monetary sanctions for an attorney); see also Damien Charlotin, AI Hallucination Cases Database (last updated Nov. 13, 2025), https://www.damiencharlotin.com/hallucinations/ (logging approximately 596 proceedings and noting that roughly 90% of documented incidents do not result in formal professional sanctions against the filer). |
| 11 |
Kuzniar v. Gen. Dental Council (UK Trib.) (unreported); see also Damien Charlotin, AI Hallucination Cases Database (last updated Nov. 13, 2025), https://www.damiencharlotin.com/hallucinations/. |
| 12 |
Ex parte Lee, 673 S.W. 3d 755, 757 n.2 (Tex. App. 2023) (declining sanctions for a suspected AI-generated habeas petition); see also In re Marriage of Melinda Johnson v. Sabastian Johnson, No. 18A-DR-123, 2025 WL 2198352, at *4 (Ind. Ct. App. Oct. 30, 2025) (issuing a candor warning to a pro se litigant who admitted ChatGPT use). |
| 13 |
HMRC v. Gunnarsson UKUT 247 (TCC) at (declining sanctions because the respondent was not legally trained and under time pressure); see also Harber v. HMRC UKFTT 1007 (TC). |
| 14 | Charlotin, supra (documenting that roughly 90% of unique legal proceedings involving AI hallucinations result in warnings or striking of material rather than formal professional sanctions). |
| 15 |
Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 448 (S.D.N.Y. 2023). |
| 16 |
Id.. |
| 17 |
Gauthier v. Goodyear Tire & Rubber Co., No. 1:23-CV-281, 2024 WL 4882651, at *3 (E.D. Tex. Nov. 25, 2024). |
| 18 |
Case No. 14748-08-21 (Isr. July 9, 2025) (dismissing fabricated evidence and imposing 3,000 ILS fine); Backhoe Center Ltd. v. Abu Gwaid (Beersheba Mag. Ct. Sept. 1, 2025) (imposing 7,500 ILS penalty for nine non-existent citations). |
| 19 |
Nexgen Pathology Services Ltd. v. Darcueil Duncan, CV2023-04039 (Trinidad & Tobago High Ct. Apr. 30, 2025). |
| 20 |
R (Ayinde) v. London Borough of Haringey EWHC 1383 (Admin). |
| 21 |
Id.. |
| 22 |
Oneto v. Watson, No. 1:24-cv-09662, 2025 WL 3698822, at *1 (N.D. Cal. Oct. 10, 2025). Note that while the court in Oneto characterized its action as a proportionate response to a negligent error, the same case record contains a conflicting entry indicating a $1,000 penalty was imposed. |
| 23 |
Doe v. Noem, No. 1:25-cv-01352, 2025 WL 2828015 (D.D.C. July 1, 2025); see also United States v. Burke, No. 8:24-cr-00068 (M.D. Fla. May 20, 2025) (striking a motion to dismiss containing nine nonexistent passages and requiring a written explanation detailing the use of artificial intelligence). |
| 24 |
Ayinde v. London Borough of Haringey EWHC 1383 (Admin) (formalizing the asymmetry between litigants-in-person and regulated lawyers); Harber v. HMRC UKFTT 1007 (TC) (suggesting unrepresented parties may be excused for ignorance); Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 448 (S.D.N.Y. 2023) (holding that technological assistance does not supplant the duty of counsel to ensure the accuracy of their filings). |
| 25 |
Smith v. Farwell, No. 2282CV01197, at 15-16 (Mass. Super. Ct. Feb. 12, 2024) (warning that ignorance of AI risks will be a less credible defense as those risks become widely known); Al-Hamim v. Star Hearthstone, LLC, 564 P.3d 1123, 1125–26 (Colo. App. 2024). |
| 26 |
Reddy v. Saroya, 2025 ABCA 322 (CanLII), at para. 81; Kruse v. Karlen, 692 S.W.3d 43, 52 (Mo. Ct. App. 2024) (observing that citing nonexistent law is a false statement to a court regardless of the source). |
| 27 |
Reddy, 2025 ABCA 322, at para. 83 (lawyers and self-represented litigants); Kohls v. Ellison, No. 24-cv-3754, 2025 WL 66514, at *5 (D. Minn. Jan. 10, 2025) (expert witnesses); Buckeye Trust v. PCIT, ITA No. 1051/Bang/2024 (ITA Bengaluru Bench Dec. 30, 2024) (judges); Shahid v. Esaam, No. A24A1054 (Ga. Ct. App. June 30, 2025). |
| 28 |
Versant Funding LLC v. Teras Breakbulk Ocean Navigation Enters., LLC, No. 17-CV-81140, 2025 WL 1440351, at *4 (S.D. Fla. May 20, 2025); see also Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 448 (S.D.N.Y. 2023) (emphasizing the gatekeeping role” of attorneys to ensure the accuracy of their filings). |
| 29 |
Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 466 (S.D.N.Y. 2023) (imposing a $5,000 penalty); Gauthier v. Goodyear Tire & Rubber Co., 2024 WL 4882651 (E.D. Tex. Nov. 25, 2024) (imposing a $2,000 penalty); Coomer v. MyPillow, Inc., (D. Colo. July 7, 2025) (imposing a $6,000 penalty). |
| 30 |
Mattox v. Product Innovation Research, LLC, (E.D. Okla. Oct. 22, 2025); see also In re Loletha Hale, (N.D. Ga. Oct. 28, 2025) (requiring counsel to file a notice of the sanction order in all pending and future cases within the district for five years). |
| 31 |
Zhang v. Chen, 2024 BCSC 285, at para. 42 (CanLII) (noting reputational harm associated with "fake cases" is career-defining); Ko v. Li, 2025 ONSC 2965, at para. 73 (CanLII) (observing that public shaming has a deterrent effect beyond a small fine). |
| 32 |
Park v. Kim, 91 F.4th 610, 616 (2d Cir. 2024); Benjamin v. Costco Wholesale Corp., (E.D.N.Y. Apr. 24, 2025); Ramirez v. Humala, (E.D.N.Y. May 13, 2025). |
| 33 |
People v. Zachariah C. Crabill, No. 23PDJ067 (Colo. O.P.D.J.) (imposing a one-year and one-day suspension); Nexgen Pathology Servs. Ltd. v. Darcueil Duncan, CV2023-04039 (Trin. & Tobago High Ct. Apr. 30, 2025); R (Ayinde) v. London Borough of Haringey, EWHC 1383 (Admin). |
| 34 |
Wadsworth v. Walmart Inc., 2025 WL 608073 (D. Wyo. Feb. 24, 2025); Mavy v. Comm’r of Soc. Sec. Admin., (D. Ariz. Aug. 14, 2025). |
| 35 |
Valu v. Minister for Immigration & Multicultural Affairs (No 2), FedCFamC2G 95 (Austl. Jan. 31, 2025). |
| 36 |
Mavundla v. MEC, ZAKZPHC 2 (S. Afr. Jan. 8, 2025). |
| 37 |
Wadsworth v. Walmart Inc., 2025 WL 608073 (D. Wyo. Feb. 24, 2025) (noting the court’s appreciation for the implementation of internal firm policies to prevent errors); UB v Secretary of State for the Home Department, UI-2025-000834 (UKUT) (describing the solicitor’s development of AI policy and staff training as “commendable steps”). |
| 38 |
Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 466 (S.D.N.Y. 2023) (declining to mandate further education because the firm had already arranged for internal AI training); In re Whitehall Pharmacy LLC, No. 4:20-bk-12345 (E.D. Ark. 2025) (declining sanctions where counsel admitted negligence and promptly implemented new safeguards); Mid Cent. Operating Eng’rs Health & Welfare Fund v. Hoosiervac LLC, 2025 U.S. Dist. LEXIS 31073 (S.D. Ind. May 28, 2025) (reducing recommended monetary sanctions from 6,000 in light of remedial education efforts). |
| 39 | Damien Charlotin, AI Hallucination Cases Database (last updated Nov. 13, 2025), https://www.damiencharlotin.com/hallucinations/ (noting pro se litigants comprise approximately 50% of tracked cases); HMRC v. Gunnarsson UKUT 247 (TCC) (declining sanctions because respondent was not legally trained and qualfied); Hall v. The Academy Charter School, No. 23-CV-2016, 2025 WL 3702522, at *2 (E.D.N.Y. Aug. 7, 2025) (observing that warnings or reprimands are typically meted out in cases involving pro se litigants). |
| 40 |
GNX v. Children’s Guardian NSWCATAD 117 (cautioning applicant against relying on ChatGPT for tax & legal advice); Bischoff v. S.C. Dep’t of Education, No. 23-ALJ-30-0123 (S.C. Admin. L. Ct. Apr. 10, 2025) (warning that fictitious citations waste judicial resources); LYJ v. Occupational Therapy Board of Australia (emphasizing that unverified AI use diminishes credibility and undermines the judicial process). |
| 41 |
NCR v. KKB, 2025 ABKB 417 (CanLII); see also Kuzniar v. General Dental Council, (UK) (declining to award costs because AI is a relatively new tool and the claimant acted honestly). |
| 42 |
Ploni v. Wasserman, (Isr. June 1, 2025) (250 ILS fine); 534246-07-22 (Isr. Nov. 3, 2025) (1000 ILS fine). |
| 43 |
Monster Energy Co. v. Owoc, No. 20-cv-62515, 2025 WL 3705511 (S.D. Fla. Aug. 14, 2025) (imposing community service and certification requirements); Celli v. New York City, No. 1:24-cv-09743, 2025 WL 3698822 (S.D.N.Y. June 9, 2025) (warning of pre-filing restrictions); Northern Marianas College v. Zajradhara, No. 2024-SCC-0019-CIV (N. Mar. I. July 22, 2025) (declaring appellant a vexatious litigant). |
| 44 |
HMRC v. Gunnarsson, UKUT 247 (TCC) at. |
| 45 |
Nash v. Director of Public Prosecutions, WASCA 75; Ivins v KMA Consulting Engineers Pty Ltd & Ors, QIRC 164. |
| 46 |
Thomas v. Pangburn, No. CV423-046, 2023 WL 9425765 (S.D. Ga. Oct. 6, 2023); Crespo v. Tesla, Inc., No. 24-61529-CIV-DAMIAN, 2025 WL 10625 (S.D. Fla. Jan. 10, 2025). |
| 47 |
Muhammad v. Gap Inc., No. 2:24-cv-3676, 2025 WL 2828015 (S.D. Ohio July 3, 2025); Johnson v. Dunn, No. 2:21-cv-01701-AMM (N.D. Ala. May 19, 2025). |
| 48 |
Scott v. Federal National Mortgage Association, (Maine Superior Court, June 14, 2023); Strong v. Rushmore Loan Management Services LLC, No. 8:24-cv-00100 (D. Neb. Jan. 15, 2025). |
| 49 |
Concord Music Grp., Inc. v. Anthropic PBC, No. 5:24-cv-03811-EKL, 2025 WL 3111818, at *1 (N.D. Cal. May 23, 2025). |
| 50 |
Kruse v. Karlen, 692 S.W.3d 43, 52 (Mo. Ct. App. 2024). |
| 51 |
XAI v. XAH, SGFJC 33 (Sing.). |
| 52 |
Buckeye Trust v. PCIT, ITA No. 1051/Bang/2024 (ITAT Bengaluru Bench Dec. 30, 2024). |
| 53 |
Buckeye Trust (Petitioner) v. Registrar, ITAT, WP No. 25280 of 2025 (Karnataka High Ct. Sept. 18, 2025). |
| 54 | STC17832-2025 (Colombian Supreme Court). |
| 55 |
Osman Medical Centre v. Santé Québec. |
| 56 |
Id.. |
| 57 | Courts and Tribunals Judiciary, Artificial Intelligence (AI) – Judicial Guidance (Oct. 31, 2025). |
| 58 |
Id.. |
| 59 | See Reddy v. Saroya, 2025 ABCA 322 (CanLII); see also R (on the application of Ayinde) v. London Borough of Haringey EWHC 1383 (Admin). |
| 60 | ABA Comm. on Ethics & Pro. Resp., Formal Op. 512, at 3–4 (2024); see also State Bar of Mich., Judicial Officers Must Maintain Competence with Advancing Technology, Including But Not Limited to Artificial Intelligence (Oct. 27, 2023) (noting that the increasing use of AI requires judicial officers and lawyers to understand how tools affect their conduct). |
| 61 | ABA Formal Op. 512, supra note 2, at 10; see also State Bar of Cal., Practical Guidance for the Use of Generative Artificial Intelligence in the Practice of Law (2024) (emphasizing that professional judgment cannot be delegated to generative AI). |
| 62 |
Report and Recommendations of the New York State Bar Association Task Force on Artificial Intelligence 39 (Apr. 6, 2024); see also Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 448 (S.D.N.Y. 2023). |
| 63 | See Shelton v. Parkland Health, No. 3:24-cv-2190, 2025 WL 3012828 (N.D. Tex. Nov. 10, 2025) (holding that an attorney’s good faith is not enough to protect her from Rule 11 sanctions). |
| 64 | The Law Society, Generative AI: The Essentials (Oct. 1, 2025); see also Bar Council, Considerations when using ChatGPT and generative artificial intelligence software based on large language models (Nov. 25, 2025). |
| 65 |
R (Ayinde) v. London Borough of Haringey EWHC 1383 (Admin) at. |
| 66 |
Id.; see also The BSB Handbook, rC9. |
| 67 | Francesca Whitelaw KC, Judging the use of AI, Local Government Lawyer (Dec. 12, 2025). |
| 68 | Judge Brantley Starr, N.D. Tex., Mandatory Certification Regarding Generative Artificial Intelligence (2023); see also Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 448 (S.D.N.Y. 2023) (noting that while technological advances are commonplace, there is nothing inherently improper about using reliable AI tools provided they are verified by counsel). |
| 69 | Judge Brantley Starr, supra; see also EDRM, Repository of Judicial Standing Orders Including AI Segments, https://edrm.net/judicial-orders-2/ (last visited June 13, 2024). |
| 70 | Magistrate Judge Gabriel A. Fuentes, N.D. Ill., Standing Order For Civil Cases Before Magistrate Judge Fuentes (May 31, 2023); see also Magistrate Judge Jeffrey Cole, N.D. Ill., Standing Order regarding The Use of “Artificial Intelligence” In the Preparation of Documents Filed Before this Court (July 25, 2023) (clarifying that mere reliance on an AI tool will not be presumed to constitute a reasonable inquiry under Fed. R. Civ. P. 11). |
| 71 | In the Matter of Anthony Matos, Proceeding No. D2025-13 (USPTO March 6, 2025). |
| 72 | Regulation 2024/1689, 2024 O.J. (L 1689) (EU) [hereinafter AI Act], Annex III, point 8(a); see also id. arts. 9, 10, 11 (prescribing mandatory requirements for risk management, data governance, and technical documentation for high-risk systems). |
| 73 | AI Act, supra note 2, recitals 59, 61 (stating that AI systems used in the administration of justice are qualified as high-risk to address the potential for bias and errors that may impact the right to a fair trial); see also id. recital 1 (stating the objective of ensuring a high level of protection for fundamental rights). |
| 74 |
Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 448 (S.D.N.Y. 2023); Delano Crossing 2016, LLC v. Cnty. of Wright, No. 86-CV-23-2147, 2025 WL 1539250, at *3 (Minn. Tax Ct. May 29, 2025) (concluding that the inclusion of fake case citations creates sham legal authority and violates Rule 11.02(b)). |
| 75 |
Versant Funding LLC v. Teras Breakbulk Ocean Navigation Enters., LLC, No. 17-CV-81140, 2025 WL 1440351, at *4 (S.D. Fla. May 20, 2025) (Attorneys cannot delegate [the] verification role to AI, computers, robots, or any other form of technology.”); see also Standing Order of Magistrate Judge Jeffrey Cole, The Use of Artificial Intelligence” in the Preparation of Documents Filed Before this Court, (N.D. Ill. 2023) (noting that a certification on a filing constitutes a representation that counsel has personally read and analyzed cited authorities to ensure they exist). |
| 76 | Standing Order of Magistrate Judge Jeffrey Cole, supra note 2 (The mission of the federal courts to ascertain truth is obviously compromised by the use of an AI tool that generates legal research that includes false or inaccurate propositions of law and/or purport to cite non-existent judicial decisions”). |
| 77 | See Buckeye Trust v. PCIT, ITA No. 1051/Bang/2024 (ITAT Bengaluru Bench Dec. 30, 2024) (recalling an order containing non-existent precedents); STC17832-2025 (Colombian Supreme Court) (quashing a lower court order relying on AI-generated reasoning); Reddy v. Saroya, 2025 ABCA 322 (CanLII) (emphasizing the necessity of manual verification); Mata v. Avianca, Inc., 678 F. Supp. 3d 443, 448 (S.D.N.Y. 2023) (imposing sanctions for unverified citations). |
| 78 | Court of Appeal of Alberta, Notice to the Profession and Public: Ensuring the Integrity of Court Submissions When Using Large Language Models (Oct. 6, 2023); ABA Comm. on Ethics & Pro. Resp., Formal Op. 512, at 3–4 (2024); CCBE, Guide on the Use of Generative AI by Lawyers (Oct. 2, 2025). |
| 79 | Courts and Tribunals Judiciary, Artificial Intelligence (AI) – Judicial Guidance (Oct. 31, 2025); Cal. Rules of Court, rule 10.430 (effective Sept. 1, 2025) (mandating generative AI use policies for court personnel); see also Buckeye Trust (Petitioner) v. Registrar, ITAT, WP No. 25280 of 2025 (T-IT) (Karnataka High Ct. Sept. 18, 2025). |
| 80 | See R (on the application of Ayinde) v. London Borough of Haringey, EWHC 1383 (Admin) (issuing wasted costs orders for fictitious references); Tajudin bin Gulam Rasul v. Suriaya bte Haja Mohideen, SGHCR 33 (imposing costs for unverified AI output); Pro Health Solutions Ltd. v. ProHealth Inc., BL O/0559/25 (UKIPO June 20, 2025) (dismissing appeal based on fabricated AI citations); Mata v. Avianca, Inc., 678 F. Supp. 3d 443 (S.D.N.Y. 2023). |
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