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Why AI hallucinates legal authorities — and the tell-tale signs

2026-10-13 · Method

Why AI hallucinates legal authorities — and the tell-tale signs

A model does not look anything up unless you tell it to. Here is why it invents cases so convincingly, and the wording that gives a fabricated authority away.

Short answer

AI models generate plausible text, not verified facts. Unless a tool is grounded in a legal database, it predicts what a citation should look like — which is why a fabricated case reads exactly like a real one. The tells are: a citation with no pin cite, a case name that is slightly off, a quote that cannot be found, and confident language ('it is well established') with nothing behind it. The fix is not a better model but a fixed rule: never accept an authority you have not opened.

It predicts, it does not look up

A general model completes text. Ask for a case and it will produce something shaped like a case — a plausible name, a plausible year, a plausible citation. It is not lying; it has no notion of true and false, only of likely and unlikely.

The four tells

The rule that ends it

Label every claim authority or reasoning, and open every authority before it goes in a document. A model that is told to label, and a lawyer who checks, beats any model that is told to be careful.

One sentence to remember

If you cannot open it, it is not an authority — it is a guess.

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Written for legal professionals. Not legal advice. Always verify every authority and let a named lawyer sign off.