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CropNetra

AI-powered farm monitoring that detects crop issues early, reduces manual checks, and boosts with smart visual insights.

NeuroHire

AI-driven hiring platform that automates screening and matching, helping teams find the right talent faster and smarter.

CropNetra

AI-powered farm monitoring that detects crop issues early, reduces manual checks, and boosts yield with smart visual insights.

NeuroHire

AI-driven hiring platform that automates screening and matching, helping teams find the right talent faster and smarter.
Company
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Financial News and Social Sentiment Analysis System for Stock Market Insights

We developed a market intelligence platform that analyzes financial news, social media trends, and stock price movements to identify market sentiment and trading opportunities in real time.
The system combines natural language processing, social data mining, and financial analysis to help traders and analysts understand how market perception impacts stock performance.

Summary
Problem
Objectives
Challenges
Solution
Technologies
Architecture
Results & Impact

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Problem

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Objectives

Centralize Market Intelligence
Aggregate data from financial news, social media, and market feeds.
Automate Sentiment Evaluation
Classify sentiment polarity in real time using AI.
Detect Early Market Signals
Correlate trending topics with stock price shifts.
Enhance Trading Decision Support
Deliver sentiment-based indicators and summaries.
Scale Monitoring Across Stocks
Support multi-stock, multi-source real-time processing.

Challenges

Processing high-frequency social data with noise and slang.
Detecting genuine trends vs. irrelevant social buzz.
Maintaining consistency between news sentiment and market sentiment.
Handling real-time stock price API synchronization.
Visualizing correlations intuitively for traders and analysts.

Solution

We developed a real-time financial sentiment analysis system that combines data from both traditional media and social networks.

The platform scrapes financial news headlines, monitors trending discussions on Twitter/X, and analyzes tone using LLMs through LangChain orchestration.

It integrates live stock data from APIs, mapping sentiment fluctuations against price movement to identify leading indicators of volatility.

The Streamlit dashboard visualizes sentiment trends, hot topics, and correlated stock responses , enabling investors to react faster to market signals.

Technologies

FastAPI LangChain Natural Language Processing (NLP)REST APIs Streamlit Web Scraping

Architecture

Data Collection

Scrape news, tweets, and stock prices from verified APIs and web sources.

Sentiment Classification

AI model classifies tone (positive, negative, neutral) by entity and topic.

Trend Detection

Identify trending hashtags, companies, or tickers from social data.

Stock Correlation

Map sentiment changes to price movement and volatility metrics.

Visualization & Insights

Dashboard shows live sentiment heatmaps, top mentions, and sentiment–price correlation charts.

Results & Impact

Correlated market sentiment with real-time stock movements

Improved trading intelligence through combined news and social media analytics

Automated analysis of financial headlines and trending topics

Reduced manual research time by 80%

Enabled multi-source monitoring for dynamic market perception tracking

Problem solved. Brainy Neurals accelerates AI
development for everyone

Let’s transform your business with custom AI solutions — from
ideation to deployment.

Here’s What Clients Say About Working With Us

Let’s transform your business with custom AI solutions — from ideation to deployment.

What Our Clients are Saying

We’ve partnered with global businesses to deliver AI solutions that unlock growth, efficiency, and innovation.

Cornelius | Founder, Shatterpoint

“Brainy Neurals' AI algorithms have provided us with invaluable insights that have transformed our decision-making process. Their dedication to innovation and exceptional customer service make them the go-to partner for AI solutions.“

Vineet | Gauss Moto Inc

“Working with Brainy Neurals has been a game-changer for our organization. Their expertise in AI technology and their ability to tailor solutions to our specific needs have helped us stay ahead of the competition.“

Vlad Tudor | Founder, Sapio AI

“My experience with this RAG project was great. The team built a system that delivers accurate, context-aware responses. From summarizing documents to answering complex queries and improving knowledge retrieval, their efficient implementation ensured smooth and reliable performance.“

Dr. Alper Altinok | CEO, Bugmapper

“Working with Brainy Neurals has been a remarkable experience for our greenhouse farms. Their AI-powered chatbot provides real-time insights that have completely transformed our insect monitoring process. Their expertise and innovative approach have truly made a difference!“

Helen Yang | Founder, Andes Risk

“Brainy Neurals has done an outstanding job in developing an AI-powered chatbot that streamlines investor profiling. By leveraging advanced data analysis and LLM integration, they’ve made it effortless to understand each client’s risk tolerance and investment behavior. Truly impressive work!“

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Smart. Secure. Enduring. AI built to empower.

Smart. Secure. Enduring. AI built to empower.

Intelligence, built together

Smart. Secure. Enduring. AI built to empower.

Smart. Secure. Enduring. AI built to empower.

Smart. Secure. Enduring. AI built to empower.

Intelligence, built together

Financial News and Social Sentiment Analysis System for Stock Market Insights

Tags

Summary :

Problem

Problem

Objectives

Challenges

Solution

Technologies

Architecture

Results & Impact

Correlated market sentiment with real-time stock movements

Improved trading intelligence through combined news and social media analytics

Automated analysis of financial headlines and trending topics

Reduced manual research time by 80%

Enabled multi-source monitoring for dynamic market perception tracking