AI tools confidently making up facts remains the industry's dirty secret. We compiled the latest benchmarks: Perplexity hallucinates 37% of the time, Claude 4.1 Opus refuses to guess when uncertain, and some tools fabricate answers 94% of the time. Here's which tools you can actually trust for factual work—and which ones require a fact-checker.