How do you check whether an AI-generated answer is actually correct?

I treat AI responses as a helpful starting dialogue, always cross-referencing claims against open-access primary sources and peer-reviewed research. My method failed when I blindly trusted a synthesized environmental dataset, teaching me that true verification requires critical thinking and deep respect for ground truth.

I verify AI output by executing code directly in controlled environments and re-deriving core calculations step-by-step before strategic deployment. Relying on cross-checking with secondary models failed me during edge-case logic bugs, proving that hands-on technical validation is non-negotiable for high-stakes leadership.