Built enterprise Text-to-SQL solutions using Generative AI/LLMs fine-tuned on domain-specific schemas. Improved query accuracy by 30-40% and enabled self-service analytics across business teams, transforming natural language into complex SQL queries.
This innovative solution transformed how business analysts and stakeholders interact with complex databases. By leveraging Generative AI and fine-tuned LLMs, we created a natural language interface to enterprise data that maintains high accuracy while being accessible to users without SQL knowledge.
Technical architecture: • Domain-specific fine-tuning on complex database schemas • Advanced prompt engineering and context management • Query validation and optimization pipelines • Integration with existing BI tools and dashboards • Real-time query performance monitoring • Automated learning from user feedback and corrections
The system successfully converted complex analytical queries that previously required data engineering support into self-service operations.