AI chatbots make mistakes when they misunderstand the question, retrieve the wrong information, lack current data, or generate an answer that sounds plausible but is unsupported.
In practice
Business chatbots also fail when policies are outdated, website pages conflict, product details are missing, or integrations return incomplete data.
What to watch
A good chatbot design includes citations, fallback answers, escalation, transcript review, and continuous knowledge updates.