Querio is built around a governed context layer, reactive Python notebooks, and AI agents powered by Anthropic's Claude (Sonnet). Every natural language query is resolved to explicit, auditable SQL or Python code, ensuring full transparency and reproducibility. The platform features reactive notebook cells (similar to spreadsheets) where downstream computations update automatically when dependencies change — notebooks are stored as .py files that can serve as context, scripts, or embedded apps. Querio connects directly to existing data sources and can be deployed via iFrame, REST API, or MCP (Model Context Protocol), making it straightforward to embed into internal tools or customer-facing products.