Built a privacy-first approach to AI-assisted data analysis. The challenge: how do you let AI help with SQL queries without exposing sensitive data? Solution: AI only receives table schemas (column names + types). It generates queries based on structure alone, which run locally via DuckDB WASM. All processing happens client-side. Supports CSV, Parquet, JSON, Excel up to several GBs or bring from HuggingFace, S3, etc and start asking questions. Try here: https://datakit.page Curious if others have tackled similar privacy constraints with LLMs.