The recent public beta release of ClickHouse's "Ask AI" agent and remote MCP server marks a significant step towards enhancing agent-facing analytics, enabling AI agents to efficiently generate insights by querying data at machine speed. The "Ask AI" agent, integrated within ClickHouse Cloud, provides a seamless, natural language interface for users to conduct complex data analyses without writing SQL, while the "Docs AI" sub-agent offers direct, contextual answers to documentation queries. Meanwhile, the remote MCP server facilitates secure and straightforward access to ClickHouse Cloud for external agents, utilizing the Model Context Protocol for structured data access. These innovations aim to drastically reduce the time to insight from hours or days to mere seconds or minutes, as demonstrated by ClickHouse's internal use of the Dwaine agent, which has transformed team access to business data. However, the company acknowledges the challenge of AI hallucinations and emphasizes the importance of providing comprehensive context to mitigate inaccuracies. Overall, these features aim to bridge the gap between data questions and answers, inviting user feedback to refine these beta offerings.