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AI accuracy in the wild — the documented cases, with the receipts.

A running record of real, published AI accuracy failures across law, journalism, and research. Every item links to the primary coverage — we don't ask you to take our word for it. We read each one at the source before posting it.

The case that started it: $5,000 sanction for six invented decisions →

Mata v. Avianca. Judge P. Kevin Castel sanctioned two attorneys and their firm after a brief cited six cases that did not exist. The detail that still matters most: when challenged, counsel asked ChatGPT whether the citations were real, and it said yes. The court found bad faith not in the original error but in defending it afterwards — the pattern every case since has repeated. Case summary.

Professional services · AP / Fast Company · Oct 2025

Deloitte refunds a government department after fabricated references →

A report for Australia's Department of Employment and Workplace Relations, on a AUD 440,000 contract, contained a fabricated quote from a Federal Court judgment and references to academic papers that do not exist. Deloitte issued a partial refund and the revised version disclosed that a generative AI system had been used. A university researcher, not the client and not the firm, found it.

Journalism · NPR · May 2025

A newspaper's summer reading list recommended 10 books that don't exist →

A freelancer used AI to research a syndicated summer reading list; 10 of the 15 titles were invented — including a "climate fiction novel" attributed to Isabel Allende that she never wrote. It ran in the Chicago Sun-Times and the Philadelphia Inquirer. Every fabricated title fails a single check against the book registry.

Journalism · CNN · 2023

CNET used AI to write 77 stories — then corrected 41 of them →

A 53% correction rate, with at least five substantive errors in a single compounding-interest explainer. The outlet paused the tool and added disclosure. The lesson for any desk: AI-assisted drafting needs an accuracy layer before publication, not a correction after.

Seen one we should add? If you've come across a documented AI accuracy failure in your field — with a link to the primary coverage — send it over and we'll verify and post it. andre@alphainception.com

Every item above was read at the linked source before posting. We link to primary coverage, not aggregators, wherever possible. If a link breaks, tell us — a dead link on a page about accuracy is not one we'll leave up.

AttestAlly — because “the AI cited it” isn’t a defence.