Contract Semantic SQL Engine

A conversational Text to SQL AI Agent that analyzes internal management, sales, and customer data through natural language queries and proposes marketing strategies. It automatically interprets analysis elements — including time periods, products, customer segments, and channels — based on the user's question, then normalizes them into a QuerySpec reflecting KPIs and internal standards to deliver consistent results. No SQL knowledge required; all queries are executed as read-only.

Every analysis is processed as a single atomic unit of QuerySpec → SQL → Execution, guaranteeing reproducible results anchored to a point-in-time snapshot. All executions are recorded in an Immutable Ledger for full traceability, with analytical reliability guaranteed at the system architecture level.

Key metric changes, customer characteristics, and anomalies are automatically analyzed, customer segments are classified, and tailored marketing strategies are proposed. Results are delivered as tables, charts, and reports, with marketing copy generated from validated templates to ensure consistency.

Every step is logged and traceable, with personal data handled exclusively as encrypted identifiers. Customer consent and security policies are enforced automatically, with support for connecting to external marketing tools for end-to-end execution.