Case Studies · Ungoverned AI

Real leaks, lawsuits, and errors - and what would have stopped them.

A library of incidents from companies around the world.

AI Hallucination

Poland's supreme administrative court caught a lawyer citing AI-fabricated rulings

NSA Case I FZ 104/26 · Legal / Tax Services · 2026

Three of the court decisions in the filing didn't exist. The court noticed before anyone else did.

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AI Transparency

An undisclosed AI-written government report cost an official her job in 24 hours

Marka Polska Think Tank · Public Sector / Government Communications · 2026

It wasn't the AI use itself that ended her position. It was that nobody knew until critics found the tells.

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Work Product QA

Deloitte refunded part of a government contract after AI-assisted errors

Deloitte Australia · Consulting / Professional Services · 2025

A single unverified citation was enough to put an entire deliverable in question.

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Regulatory Compliance

New York now requires a bias audit before AI can screen a candidate

New York City - Local Law 144 · HR / Recruitment · 2023–2025

The regulation didn't ban AI in hiring. It required proof it isn't discriminating.

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AI Hallucination

A road-maintenance bidder lost a 15.5M PLN contract to AI-invented tax rulings

Exdrog · Construction / Public Tenders · 2025

Nobody checked the AI's citations before they went into a winning bid - until a competitor did.

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Regulatory Compliance

Poland's data regulator went public asking for AI hiring safeguards before the first fine

UODO - AI Hiring Warning · HR / Recruitment (Regulation) · 2025

The regulator didn't wait for a scandal - it named the risk and asked for rules in advance.

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Where does your organization sit in these stories?

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