From Descriptive to
Predictive Intelligence.
Legacy systems tell you what happened. Durga Analytics tells you what is likely to happen. By embedding Machine Learning into the ETRM core, we enable traders and risk managers to anticipate market shifts, optimize logistics, and reduce operational drag.
Intelligent Core Capabilities
Predictive Demand Modeling
Utilize neural networks to forecast load and demand. Integrate weather patterns, historical seasonality, and macroeconomic indicators for sub-5% error rates in short-term forecasting.
Anomaly Detection
Automatically flag outlier trades, suspicious pricing, or unexpected pipeline flow changes. AI monitors "normal" behavior 24/7 and alerts you before discrepancies become liabilities.
AI-Enhanced Curves
Move beyond simple linear interpolation. Our AI models predict illiquid points on the forward curve based on correlated liquid markers and historical basis relationships.
Decision Support, Not Just Data
Our AI doesn't just output numbers; it provides context. The platform identifies the drivers behind a forecast, allowing human experts to validate assumptions and trade with higher conviction.
Sentiment Analysis
Scans news and pipeline notices to gauge market sentiment impact on price.
Automated Hedging
Suggests optimal hedge ratios based on predicted VaR and liquidity constraints.
The AI Lifecycle
Data Ingestion
ETRM, Market Data, Weather, IoT
Continuous Training
Automated retraining on new data points
Actionable Output
Trade recommendations & risk alerts
Trade Smarter, Not Harder.
Experience the future of energy trading. See our AI-driven insights in action.
Request an AI Deep-Dive