Predictive Insights
xFractal’s Predictions module helps forecast price movements by analyzing a blend of token-specific data, market signals and wallet behaviour. It powers key decision-making across the platform by offering high-confidence directional predictions.
How It Works
xFractal aggregates a variety of inputs including:
On-chain activity
Price trends & volatility
Social metrics
Technical indicators (e.g. MA, RSI)
These features are passed through multiple forest-based classifiers, each outputting a probability of upward price movement.
Model Ensamble
Rather than relying on a single model, xFractal combines outputs from multiple classifiers using a weighted ensemble approach. This improves overall reliability and helps smooth out noise from individual predictions.
Final Output
The ensemble produces a combined probability, which is compared against a dynamic threshold:
1= price likely to go up0= price likely to go down or stay flat
Performance
The model achieves 87.7% direction accuracy across all predictions, with performance improving to 95% for price increase predictions.Ensuring predictions are both accurate and actionable
Unlocking Predictions
Predictions can be unlocked for 1 XCC. Once unlocked, users can review the prediction output and instantly act on it by selecting Quick Buy.
Verified Predictions
All our predictions are verified on-chain through SaharaAI's decentralised group of workers. This is to ensure fair, transparent and verified accuracy of our predictions. Predictions are verified on a monthly basis.
Disclaimer: Not Financial Advice
All predictions and insights provided by xFractal’s machine learning models are for informational and educational purposes only. They do not constitute financial, investment, or trading advice. Past performance is not indicative of future results. Always conduct your own research and consult with a qualified financial advisor before making any trading decisions. Use xFractal's Predictive Inisghts at your own risk.
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