You know how to deploy AI-assisted support workflows, self-service knowledge systems, and intelligent automation, and you have a clear perspective on the limits of responsible AI use in customer-facing contexts. Hands-on expertise with Zendesk (Support, Chat, Guide, Explore), Snowflake, and AI platforms such as Claude or OpenAI, with a clear understanding of how support tooling connects to customer health data.