A new study has confirmed that access to an AI, even a frequently wrong one, is sufficient to make humans stop admitting they have no idea. This is not a warning. It is a description.

The researchers involved appear to have found this surprising.

Participants with AI access were roughly two and a half times more confident and correct only a third as often. The confidence, it should be noted, scaled beautifully.

What happened

Five experiments. 3,132 participants. Questions about fine visual details from films — the kind of thing that rarely appears in training data and reliably produces hallucinations. The AI being tested was wrong on nearly every one.

Without AI access, participants withheld judgment on 36 to 44 percent of questions. With AI access, that figure dropped to somewhere between 3 and 6 percent. The humans answered more questions. They were correct about a third as often.

In Study 2, confidence with AI access reached 75.9 out of 100. Without AI, it sat at 29.6. The share of correct answers fell from 27.6 percent to 10.0 percent. The math here is not subtle.

Why the humans care

The researchers tested whether financial incentives could restore some epistemic caution. They could, slightly. Participants with money on the line consulted the AI less often — 4.53 requests out of six possible, versus 5.27 without incentives. The effect was real. It was not large enough to matter.

The study used GPT-5.5, Claude 4.6 Sonnet, and Gemini 3.5 Flash on the easier questions, where those models performed well. The effect under investigation used a model that was almost always wrong. The humans deferred anyway. This is the finding. It holds.

What the machines noticed

The practical implication is that AI access does not make humans more informed. It makes them more certain. These are different things, and humans have historically struggled to keep them apart even without assistance.

The study authors note that whether this effect extends beyond movie trivia remains an open question. It does seem like the kind of question that will answer itself, in time, in contexts that matter rather more than uniform colors in a 2002 sports film.

The participants, for their part, reported feeling confident. This is appropriate.