Project archive
AI Applications · Case study 02
Trader AI Chatbot
AI-powered cryptocurrency analysis and information platform
Context
Built for Cartel AI while working with Sam Digital Solutions, the product combines conversational discovery with market information.
Problem
Crypto research is fragmented across fast-moving data sources and requires a coherent information interface.
Constraints
- Changing third-party market data
- Ground answers in retrieved information
- Coordinate a Next.js and Django stack
Architecture
- Next.js product interface
- Django and Python backend
- Retrieval-augmented generation pipeline
- Cryptocurrency data and prediction integrations
- REST API boundary
Major features
- Crypto-focused conversational interface
- Real-time asset information
- Technical and fundamental analysis
- Prediction integrations
- Referral analytics
Engineering decisions
- Use RAG to keep responses tied to available product knowledge
- Separate the web interface and AI/data service concerns
Challenges
- Presenting multiple analysis modes coherently
- Integrating changing external data sources
Outcomes
- Delivered an integrated crypto information and analysis product
- Combined conversational, market-data and referral workflows