Artificial intelligence can now write reports, analyze markets and summarize complex information within seconds. This speed is impressive, but it also exposes a major weakness. Many AI systems generate responses that sound convincing even when some parts of the information are incorrect. For industries that rely on precise data, this creates a reliability challenge. As AI tools become more involved in real decision-making, the ability to verify their outputs is becoming just as important as the models themselves.