AIZEN: Price Prediction Model Version 0.1

AIZEN AI

AIZEN operates on a temporal fusion transformer model, think of it as ChatGPT but for numbers, it’s an adaptive framework that continually learns and refines trading strategies, positioning FLOWTRADE.ai as a leader in AI-driven market analysis and precision trading.

• Created by FLOWTRADE.ai with expertise from NASDAQ data scientists Dr. Stephen Friel, Dr. Casper Lui, Stefan Ojanen and the Nosis team.

• Resolves inefficiencies in traditional trading with AI-driven precision.

Methodology

• Customizable AI strategies designed for specific cryptocurrencies and exchanges.

• Utilizes Ensemble Machine Learning (EML) for superior trading signals.

• Detects historical patterns to craft effective trading strategies.

Technical Advancements

• Integrates over 125 predictive variables for precise trading decisions.

• Uses SMAPE to evaluate outcomes and refine predictions.

• Calibrated for optimal returns and accurate price predictions.

Real-World Application

• Tested and proven in live trading environments.

• Delivers reliable, competitive performance.

• Scalable for institutional and individual traders alike.

• Designed to evolve into an effective agentic AI agent, enabling dynamic trading and advanced portfolio management

Core Technical Features

Automation and Scalability

• Fully autonomous, analyzing real-time data, without any human intervention.

• Currently covers 64 tokens, and will be expanding to a large selection of tokens, offering broad exposure to diverse market conditions.

• Scalable architecture designed to accommodate growth, with plans to expand and eventually cover the majority of trade-able coins across various exchanges.

Predictive Accuracy

• sMAPE (Symmetric Mean Absolute Percentage Error): 9.5%, indicating 90.5% accuracy.

• Consistent and reliable performance metrics.

Resilience Over Time

• Maintained over 37% accuracy for 13 consecutive months.

• Peak Performance: 68.93% accuracy in March 2024.

• Adapts to market volatility (e.g., April 2024).

Practical Benefits for Traders

• High Probabilities: 50% chance of hitting price targets within three days.

• Risk Guidance: Median deviation of 7.07% supports precise stop-loss settings.

Competitive Edge

• Alpha Generation: Delivers 41.63% alpha for long trades and 147.22% with combined strategies.

• Market Leadership: Outperforms BTC/USDT benchmarks, even in volatile markets.

Key Takeaways

• Consistently high performance in various conditions.

• Built-in safeguards ensure sustainable growth.

• Tailored for systematic and institutional trading.

• Designed to evolve into an agentic AI agent, enabling advanced decision-making and adaptability in dynamic trading scenarios.

AIZEN redefines crypto trading with its advanced AI capabilities, robust performance metrics and automated precision. It’s a valuable tool for professional and institutional traders looking to capitalize on market opportunities.