• Priyanka
• Chaitra S
• Kruthika
• M.Bhavana
• Rakshitha K U

The rise of online trading platforms has made the stock market more accessible, but volume remains scattered The information—charts, fundamentals, news and analysis—often leaves investors confused about how to interpret it. most equipment. Focus on only one part of the picture, making it difficult for beginners to understand market trends and make informed decisions. Addressing this, EquiLytix was developed as an integrated equity analytics platform that brings multiple forms of analytics into one Single, easy-to-use system. The platform retrieves real-time market data using yFinance, YahooQuery and the API Groq Transformer-based NLP models analyze news sentiment to learn how current events may affect stock behavior. this also It includes a stock screener, portfolio analyzer, balance-sheet interpreter, risk calculator and a daily market review module, Allows users to explore different dimensions of stock analysis without having to switch between tools. LLM Powered Chatbot, FastAPI is integrated into the backend to answer questions in natural language and explain financial concepts in a understandable way. Testing showed that the system displays information clearly, responds quickly and helps users, Understanding market movements through a combination of visual dashboards and conversational support. Overall, EquiLytix aims, To make equity analysis more systematic, understandable and beginner-friendly.

Equity Analysis, Stock Market Prediction, AI-Powered Chatbot, yFinance, Financial Sentiment Analysis, Natural Language Processing, FastAPI, Portfolio Analytics, Real-time Market Data

"EquiLytix: An AI-Based Platform for Real-Time Equity Analysis and Investor Decision Support", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.12, Issue 12, page no.d256-d263, December-2025, Available :http://www.jetir.org/papers/JETIR2512334.pdf

"EquiLytix: An AI-Based Platform for Real-Time Equity Analysis and Investor Decision Support", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.12, Issue 12, page no. ppd256-d263, December-2025, Available at : http://www.jetir.org/papers/JETIR2512334.pdf