AI hallucination in revenue teams often starts before a deal exists. When AI tools query stale contact or account data, they repeat outdated information with total confidence, because they have no way to know the market has moved. Around a third of B2B contacts change every year, and close to 30% of C-suite records become inaccurate within 12 months.