Nomad Analytix: Text-rich visual reasoning using vision models for insights and recommendations

Nomad Analytix is an innovative business intelligence tool that uses state-of-the-art vision models to transform data analysis. This software automates complex tasks traditionally handled by data analysts, empowering non-technical teams such as marketing and sales to access advanced data analysis easily. By using natural language prompts, users can interact with data intuitively and gain valuable insights without needing extensive technical expertise. A prototype of the software, built on the Streamlit platform, will showcase its ability to generate visualizations from various data sources, including CSV, JSON, SQLite, Excel, and databases, with potential extensions to data warehouses. The integration of Vision Language Models GPT 4 Omni and GPT 4 Turbo- with this framework provides a seamless interface for data querying, visualization creation, and recommendation generation. Nomad Analytix serves as an inclusive, intelligent, and intuitive solution, bridging the gap between data and decision-making across diverse industries. • Nomad Analytix is an innovative business intelligence tool designed to transform data analysis by leveraging state-of-the-art vision models. • This software is built on the Streamlit platform and can generate visualizations from various data sources. • The integration of Vision Language Models gpt4-Omni and gpt-4-turbo-2024-04-09 with this framework provides a seamless interface for data querying, visualization creation, and recommendation generation.

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Publication Details

Journal
Software Impacts
Published
2025-04-29
DOI
https://doi.org/10.1016/j.simpa.2025.100765
Primary Topic
Multimodal Machine Learning Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Nomad Analytix: Text-rich visual reasoning using vision models for insights and recommendations

Harini Sriraman, Aswathy Ravikumar, Sai Jeevan Puchakayala
Software Impacts
Multimodal Machine Learning Applications
article

Nomad Analytix: Text-rich visual reasoning using vision models for insights and recommendations

Harini Sriraman, Aswathy Ravikumar, Sai Jeevan Puchakayala
article en

Abstract

Nomad Analytix is an innovative business intelligence tool that uses state-of-the-art vision models to transform data analysis. This software automates complex tasks traditionally handled by data analysts, empowering non-technical teams such as marketing and sales to access advanced data analysis easily. By using natural language prompts, users can interact with data intuitively and gain valuable insights without needing extensive technical expertise. A prototype of the software, built on the Streamlit platform, will showcase its ability to generate visualizations from various data sources, including CSV, JSON, SQLite, Excel, and databases, with potential extensions to data warehouses. The integration of Vision Language Models GPT 4 Omni and GPT 4 Turbo- with this framework provides a seamless interface for data querying, visualization creation, and recommendation generation. Nomad Analytix serves as an inclusive, intelligent, and intuitive solution, bridging the gap between data and decision-making across diverse industries. • Nomad Analytix is an innovative business intelligence tool designed to transform data analysis by leveraging state-of-the-art vision models. • This software is built on the Streamlit platform and can generate visualizations from various data sources. • The integration of Vision Language Models gpt4-Omni and gpt-4-turbo-2024-04-09 with this framework provides a seamless interface for data querying, visualization creation, and recommendation generation.

Software ImpactsVol. 24
Living Systems (United States) (US), Vellore Institute of Technology University (IN)
Openalex Percentile: Top 93%
Multimodal Machine Learning Applications
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