Working knowledge of the data, integration, and platform capabilities required for AI solutions, including secure access to approved enterprise data, data quality and lineage, retrieval-augmented generation, API integration, prompt and model versioning, evaluation frameworks, observability, and production monitoring. Ability to partner with business and technology leaders to identify and prioritize AI opportunities across quoting and illustration, application intake, underwriting and new business, policy issue and delivery, in-force servicing, producer support, customer service, claims, and operations while defining success measures, controls, and adoption plans.