The BMJ Open findings establish that the problem is not occasional inaccuracy — it is chatbots that sound authoritative while delivering unsafe advice, weak citations, and guidance that requires expert correction to be usable. That combination — high confidence, low accuracy — is more dangerous than obvious uncertainty, because users have no signal to distrust the answer. The companies that built these tools without solving that confidence calibration problem, then marketed them into healthcare contexts, own the downstream harm.