Can you trust an AI data analyst?

A self-initiated research demo: what it takes for a conversational AI agent to reliably turn a plain-language question into correct SQL.

Mark Your Data Internal R&D
Data & AI

A self-initiated demo, not client work: a simulated e-commerce warehouse built to stress-test whether an AI agent's plain-language-to-SQL answers can be trusted, and what it takes to make them reliable.

  • 100% accuracy on 15 real business questions, up from 87–93%
  • A reusable "skill" pattern: domain knowledge + process, versioned next to the data model
  • The foundation for a Data Expo talk on conversational analytics
dlt dbt DuckDB Python LLMs

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