Doug Marquis, Chief Technology Officer at Zywave, says AI is moving quickly from experimentation to production in insurance — but the real challenge is not simply connecting a large language model to a workflow. In a highly regulated industry like insurance, AI systems need domain-specific intelligence, observability, governance, and the ability to explain how they reached an answer.