The gap between what data tools can do and who can actually use them is significant. Powerful tools like dbt, Pandas, and SQL editors require technical knowledge most users do not have. The interaction model needed to handle natural language queries about data manipulation, translate them accurately, and surface the results in a way the user could verify without understanding the underlying process.