DFE provides an enterprise data intelligence platform that connects directly to a company’s existing on‑premise or cloud databases and returns verified answers to natural‑language business questions in seconds. Each response includes the full reasoning chain, the generated SQL, and the exact source records, giving complete auditability and traceable provenance.
Funding
Funding not disclosed
Founders
Product
Problem
Enterprises often struggle to extract precise answers from their existing databases quickly, requiring manual SQL writing, data engineering effort, and lacking transparency about how results are derived. This leads to slow decision-making and difficulty verifying the provenance of insights.
Solution
DFE offers an enterprise data intelligence platform that connects directly to a company’s existing databases and returns verified answers to natural‑language business questions within seconds. Each response includes the full reasoning chain, the generated SQL queries, and the exact source records, providing complete auditability. The platform can be deployed in a private VPC with governed data access, ensuring compliance with internal security policies. By automating query generation and presenting traceable results, DFE reduces reliance on data engineers and enables faster, trustworthy decision‑making.
Target Audience
Primary customers are data‑driven enterprises—such as finance, retail, and manufacturing organizations—that need rapid, auditable insights from their operational databases while maintaining strict security and compliance controls.
Features
- Direct, secure connection to on‑premise or cloud enterprise databases without data replication
- Natural‑language query interface that generates executable SQL and returns results in seconds
- Transparent output showing reasoning steps, SQL statements, and source record citations for every answer
- Private VPC deployment with enforced governed access controls and role‑based permissions
- Full SQL‑level audit trails that log queries, results, and user interactions for compliance
- Real‑time data freshness indicator and source tracing UI for instant verification of figures