SYSTEM_ONLINE

Predict the
Unpredictable

AI-powered forecasting for commodities. We simulate black swans, supply shocks, and geopolitical disruptions before they unfold.

Why Traditional Models Fail

Commodity markets don't move in straight lines. Most forecasting tools are trained on stable, historical data, missing the rare, volatile events that matter most in the LME Base Metals sector.

Standard Approach
Normal Distribution

Assumes markets follow a predictable bell curve, systematically ignoring extreme events and outliers.

Ferrum Approach
Barbell Distribution

Specifically designed to account for "Black Swans" — high impact, low probability events that drive market shifts.

Proprietary Technology

Synthetic Data
Engine

Our patented AI technology generates synthetic data to simulate rare events, stress scenarios, and market disruptions that historical data alone cannot predict.

Stress Scenarios

Simulate extreme market conditions to test resilience against volatility.

Rare Events

Generate synthetic data for events that haven't happened yet but could.

Patented Core

Powered by proprietary algorithms specifically designed for chaos.

Black Swan Event Simulation
PRICE SHOCK
TARIFFS
GFC
COVID-19
SIMULATION_STATUS
Black Swan Detected

Proven Performance

Consistently delivering higher accuracy where others fall short, especially on edge cases and volatile markets.

Live Benchmarks
Accuracy Uplift
30%
vs. Industry Avg
Data Points
100M+
Synthetic Generated
Market Dominance
5/8
Key Markets Won
Terminal v4.2 // Accuracy_Matrix
LIVE_FEED
MODEL_EVALUATION_METRICS
AUC
~0.8
Area Under the Receiver Operating Characteristic Curve indicates strong discriminative ability across all classification thresholds
Case Study

Aluminum Price Forecast

Ferrum predicted LME aluminum prices 3 months ahead with just 6.6% MAPE — beating baselines and rivaling complex models.

  • Multi-source data integration (macro, production)
  • Leverages Google/Yahoo search trends as features
  • Robust to market regime shifts and volatility
Aluminum Forecast Chart

Conquer the future of forecasting

We're offering a free 6-8 week pilot to showcase Ferrum's impact. Fast, secure, and tailored to your priorities.

Leadership
Temur Nazarov
Co-founder and CEO
Headquarters
DIFC
Dubai AI Campus