Hands-on experience using AI tools (e.g., LibreChat, Claude) and working knowledge of SQL or analytics platforms (Databricks, Snowflake, Looker, or similar) for analysis, automation, or workflow improvement. Proven ability to bring structure to ambiguous processes and communicate progress clearly, including providing status updates, surfacing risks and blockers, and aligning stakeholders on owners and next steps.