Genicious: Contextual Few-shot Prompting for Insights Discovery

Data and insights discovery is critical for decision-making in modern organizations. We present Genicious, an LLM-aided interface that enables users to interact with tabular datasets and ask complex queries in natural language. By benchmarking various prompting strategies and language models, we have developed an end-to-end tool that leverages contextual few-shot prompting, achieving superior performance in terms of latency, accuracy, and scalability. Genicious empowers stakeholders to explore, analyze and visualize their datasets efficiently while ensuring data security through role-based access control and a Text-to-SQL approach.

@article{kumar2025_2503.12062,
  title={ Genicious: Contextual Few-shot Prompting for Insights Discovery },
  author={ Vineet Kumar and Ronald Tony and Darshita Rathore and Vipasha Rana and Bhuvanesh Mandora and Kanishka and Chetna Bansal and Anindya Moitra },
  journal={arXiv preprint arXiv:2503.12062},
  year={ 2025 }
}