Back to Projects
AVERAI2023 - 2024
AverAI
ML-driven Web3 trading system with conversational explainability
#The Problem
Cryptocurrency trading is complex and fast-moving. Traders need real-time analysis of market conditions, on-chain data, and social sentiment. Existing tools provide data but lack actionable insights and the ability to explain their recommendations in natural language.
#Key Constraints
01Real-time analysis with <5 second latency
02Explainable AI decisions for regulatory compliance
03Integration with multiple DEXs and chains
04Risk management and position sizing automation
05Market data analysis and real world event analysis
#The Solution
Built an ML pipeline combining time-series models for price prediction, NLP for sentiment analysis, and on-chain analytics for whale tracking. Wrapped the entire system with a conversational interface that can explain any recommendation, show historical performance, and discuss risk factors in plain language.
#Impact
Achieved 20% improvement over baseline trading strategies
Processed 10K+ data points per minute across 50 pairs
Reduced user decision time by 40% through explanations
Scaled to 500+ active users in beta
Launched cryptocurrency to support providing the service for free
Metadata
ROLECo-Founder & CTO
TAGS
Web3AI AgentsSaaS
Visualization
BTC/USD$64,231.40
24h HIGH+4.2%
RSI72.5
BUY SIGNAL
Technology Stack
PythonPyTorchLangChainSolidityNext.js