Problem
Retail investors tracking volatile stocks had to bounce between charting tools, news feeds, and forums to answer one question: what is this stock doing right now, and does the movement matter? Price charts alone don't explain condition or trend — and most analysis tools assume you already speak their language.
Solution
QuotePlot Agent delivers real-time stock intelligence through natural language queries. Users ask about a stock's status, condition, or trend in plain language and get grounded answers alongside live charts. Under the hood, an SVM classification pipeline evaluates market signals with 86% accuracy to back the agent's assessments with a real model rather than generic text.
Workflow
Features
Natural-language Q&A
Ask about any stock
Live Charts
Prices and trends
SVM Pipeline
86% classification accuracy
Real-time Data
Market API integrations
Grounded Agent
Answers backed by the model
Architecture
A Python FastAPI service hosts the intelligence layer: data ingestion from market APIs, the SVM classification pipeline, and the agent that translates natural-language questions into analyses. A Next.js frontend provides the stock list, charting, and chat interface. Separating the model service from the UI keeps the ML pipeline independently deployable and testable against historical data.
Client Applications
API & Business Logic
Data & Intelligence
Technical Highlights
Backend
ML
Frontend
Data
Pattern
Available Customizations
Foundation Coverage
Reusable modules from the Carlsson Studio foundation, combined with logic built for this domain.
Foundation Modules
- Dashboard
- Charts
- Chat UI
Finance Modules
- Stocks
- Signals
- Queries
AI Modules
- SVM Classifier
- NL Agent
Is this suitable for your business?
This foundation is ideal for:
Interested in something similar?
We can customize this foundation to match your own business workflow.
Start from this foundation