When teams build natural language query interfaces, the naive mistake is passing table contents over an API. VeilAnalytics separates schema context from data compute.
Look at the exact difference between what traditional cloud tools send vs what VeilAnalytics transmits:
customer_id: INT, spend: FLOAT. Raw records never touch the network.
-- What Runs 100% Client-Side on Your Hardware:
SELECT
customer_segment,
ROUND(SUM(transaction_amount), 2) AS total_revenue
FROM read_parquet('financial_records.parquet')
WHERE status = 'settled'
GROUP BY customer_segment
ORDER BY total_revenue DESC;
Every AI-synthesized SQL query passes through an in-process AST (Abstract Syntax Tree) Validator before hitting the local DuckDB engine. Any destructive keywords (DROP, DELETE, UPDATE, INSERT, ALTER) or multi-statement injections are blocked client-side. Only safe, read-only SELECT queries can execute.