Research•JAN 9, 2026
A Multi-Stage Text-to-SQL Pipeline for Faster, More Reliable Answers
The dream of 'chatting with your database' has often been hampered by one hard reality: accuracy. Traditional one-shot Text-to-SQL approaches often hallucinate or fail on complex queries. Our latest research paper introduces a novel Multi-Stage Pipeline that changes this dynamic fundamentally.
Instead of asking the model to do everything at once, we've decoupled schema understanding from the SQL generation process. By breaking the problem down, we achieve significantly higher accuracy and reliability. What's even more critical is that this architecture performs exceptionally well even on smaller, locally-hosted models, democratizing access to powerful business intelligence tools while maintaining data privacy.