ReviewIQ: AI-Based Product Review Intelligence and Consumer Insight System Using NLP, Deep Learning, and Retrieval-Augmented Generation

This research paper proposes an AI Co-Founder system designed to support early-stage entrepreneurs in making informed business decisions. The system uses Retrieval-Augmented Generation (RAG), persistent company memory, semantic search, and external competitor intelligence to provide context-aware recommendations. It introduces Persistent Entrepreneurial Decision Intelligence (PEDI), an approach that combines startup information, historical context, and market evidence to help founders identify risks, opportunities, and information gaps. The paper presents the architecture and prototype implementation, discusses its limitations, and outlines future research directions for AI-driven entrepreneurial decision support.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-14
DOI
https://doi.org/10.5281/zenodo.23363282
Primary Topic
Topic Modeling
Type
preprint
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preprint

ReviewIQ: AI-Based Product Review Intelligence and Consumer Insight System Using NLP, Deep Learning, and Retrieval-Augmented Generation

Gayatri Patil
Zenodo (CERN European Organization for Nuclear Research)
Topic Modeling
preprint

ReviewIQ: AI-Based Product Review Intelligence and Consumer Insight System Using NLP, Deep Learning, and Retrieval-Augmented Generation

Gayatri Patil
preprint en

Abstract

This research paper proposes an AI Co-Founder system designed to support early-stage entrepreneurs in making informed business decisions. The system uses Retrieval-Augmented Generation (RAG), persistent company memory, semantic search, and external competitor intelligence to provide context-aware recommendations. It introduces Persistent Entrepreneurial Decision Intelligence (PEDI), an approach that combines startup information, historical context, and market evidence to help founders identify risks, opportunities, and information gaps. The paper presents the architecture and prototype implementation, discusses its limitations, and outlines future research directions for AI-driven entrepreneurial decision support.

Zenodo (CERN European Organization for Nuclear Research)
Vidyalankar Institute of Technology (IN)
Industry, innovation and infrastructure
Topic Modeling
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