The spider crawls moneycontrol.com and economictimes.com to fetch news of input companies and also scores and classifies the companies to raise an early warning signal

Knowledge graphs and financial news analytics with large language models

Analysing the sentiment of news headlines over time using Python.

Backtesting News Sentiment with Asset Prices

Predicting stock price movements using news sentiment analysis with FNSPID data. Features EDA, TA-Lib indicators, and correlations for Nova Financial Solutions.

A smart, experimental market analysis toolkit that stitches together AI‑powered sentiment scoring, core fundamental metrics, and analyst trend data to generate rough buy/hold/sell suggestions. It pulls from real‑time news, checks company fundamentals, and merges multiple signals into a single, easy‑to‑read snapshot.