💡 Inspiration
When we first stepped into the world of investing, we were full of energy—but quickly hit a wall.
Every tool we tried felt like it was made for Wall Street Pros, not for people like us who were just starting out.
We juggled between 5 different apps—one for news, another for market data, another for simulations, and yet another for AI insights. But none of them talked to each other. None of them actually taught us how to make smart decisions.
And like most beginners, we made mistakes. Expensive ones.
We later discovered we weren’t alone: 80% of new investors lose money in their first year.
That’s when we realized:
🔍 There’s no single platform that brings together:
- Real-time market data
- Safe, hands-on trading simulations
- Personalized AI guidance that teaches while you trade
Meanwhile, fintechs, brokers, and even banks are all struggling to keep new users engaged—because the current platforms weren’t built for learning, they were built for execution.
So we decided to build the platform We Wished WE HAD.
This isn’t just an app. It’s a chance to reinvent how a new generation learns, trades, and grows wealth.
👉 And it’s a Multi-Billion Dollar Opportunity, because:
- 📉 Education tools don’t offer real market experiences
- 📊 Trading apps don’t teach
- 🤖 AI tools don’t give live, personalized guidance
🔍 What It Does
NeuroTicker is an AI-powered investment simulation and learning platform that blends education with trading:
You can grab Real-time Market Insights using the Sonar API
Safe Paper Trading via Alpaca
Live News Mapping on an interactive Mapbox Globe
A powerful Stock Screener powered by SONAR API
A tool which will do Market Analysis via SONAR of the stock selected!
Connected a Telegram Bot to manage portfolio, set alerts, and chat with the Sonar Deep Researcher
Compare Stocks Dashboard powered by SONAR to compare two stock performances side by side
Personalized SONAR-AI chatbot linked directly to the trading interface
Also a SONAR powered Chatbot on the HOMEPAGE!
This unified experience helps new investors Learn, Experiment, and Grow with Confidence.
🛠️ How We Built It
- IDEs Used: VS Code, Cursor IDE
🛠️ Development Journey:
Integrated Mapbox for globe-based market data visualization
Integrated SONAR API for the news-driven Mapboard Section
Connected Alpaca Paper Trading for simulating trades with Realtime Data
Built a Stock Screener powered by SONAR’s insights
Developed a Market Analyst Module to break down data via SONAR
Created a Telegram bot for portfolio access, alerts, and AI chatbot integration
Embedded SONAR chatbot into the trading interface for personalized answers
Built a Compare Stocks feature -- comparing stocks based on realtime news & charts via SONAR API
Continuously improved UI/UX during development
Designed a Monetization Model and mapped out future potential
🧱 Challenges We Ran Into
🧠 Took 10 days for clear ideation to fully understand Sonar API capabilities
🌍 Mapbox globe insights weren’t rendering properly
📉 Technical parameters via Sonar API were difficult to fetch
🆚 The Compare Stocks dashboard threw multiple errors
🤖 Telegram bot integration with paper trading & Sonar Deep Researcher was tricky
🎨 Several UI bugs needed constant attention
🚧 Deployment and Pushing Code was sometimes blocked or failing
🏅 Accomplishments We’re Proud Of
Integrated Sonar API for market data, sentiment, and analysis
Enabled AI-powered learning + paper trading
Successfully deployed the project publicly
Everyone on the team learned the power of API-driven platforms
Built a fully functional, unified investing experience
📘 What We Learned
Patience is key— especially when working with new APIs
APIs create monetization opportunities
Just build—you learn more by doing than planning and watching tutorials
Building a Project is the fastest way to learn real-world tech
🚀 What’s Next for NeuroTicker
We have a robust future roadmap to grow NeuroTicker into a full-fledged AI investing assistant:
1. AI-Powered Portfolio Builder
- Use Sonar insights to recommend personalized portfolios based on risk appetite and market trends.
2. Sentiment Heatmap (Global + Sector-Based)
- Visualize global market mood using Sonar sentiment mapped via Mapbox.
3. Earnings Calendar & Forecast Insights
- Track key earnings, forecasts, and generate pre/post analysis from real-time news and analysts.
4. Local Investment Radar
- Surface local growth signals and microeconomic activities before institutions catch on.
Built With
- alpaca
- mapbox
- sonar
- supabase
- tailwind
- typescript
- vite


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