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StockBot AI: Democratizing Investment Insights Through Real-Time Conversational Intelligence and Sentiment-Aware Market Analysis

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Author :  Ziyuan Wang 1, Carlos Gonzalez 2

Affiliation :  1 USA, 2California State Polytechnic University

Country :  USA

Category :  Data Mining

Volume, Issue, Month, Year :  15, 13, July, 2025

Abstract :


Historically, comprehensive stock market insights were largely inaccessible, requiring significant effort from individuals. This paper presents StockBot AI, a mobile application designed to democratize financial engagement by providing personalized, real-time investment insights through a conversational AI [1]. The system integrates live stock and news data from sources like Alpha Vantage, synthesizing it via a proprietary Bullish-Bearish scoring model and feeding this contextually rich information to a Large Language Model. Key challenges included ensuring data validity and accuracy from diverse sources, preventing LLM hallucinations, and maintaining the scoring system's relevance in stochastic markets [2]. These were addressed by redundant data pipelines, advanced RAG techniques, and continuous model calibration. Through automated comparative experimentation, StockBot AI demonstrated superior performance in delivering contextually relevant insights, particularly due to its unique integration of news sentiment. Ultimately, StockBot AI offers a user-friendly, one-place solution, empowering individuals to confidently navigate and responsibly participate in the economy.

Keyword :  Stock Market, Data Analytics, Artificial Intelligence, Software

Journal/ Proceedings Name :  CS & IT

URL :  https://aircconline.com/csit/abstract/v15n13/csit151319.html

User Name : alex
Posted 07-07-2026 on 14:21:46 AEDT



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