2026-10-13 · Method
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.
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.
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.
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.
If you cannot open it, it is not an authority — it is a guess.
Written for legal professionals. Not legal advice. Always verify every authority and let a named lawyer sign off.