Price Forecasting
- Machine learning models
- Curve fitting algorithms
AI/ML
AI/ML Mastery & Excellence
Softobotics brings artificial intelligence and machine learning into CTRM/ETRM ecosystems, enabling predictive insights, automated decision-making, and operational efficiency. From demand forecasting to anomaly detection, our AI/ML solutions help firms trade smarter, manage risk proactively, and reduce costs.
Why AI/ML Matter
In volatile energy and commodities markets, historical reporting isn’t enough . Firms need predictive analytics and intelligent automation to anticipate market shifts, optimize operations, and stay competitive. Softobotics embeds AI/ML directly into CTRM/ETRM workflows, enhancing forecasting, risk analysis, and compliance readiness.
The Business Impact
- Smarter Forecasting
AI-driven demand, price, and logistics predictions.
- Faster Decisions
Real-time anomaly detection and automated responses.
- Cost Savings
30–40% reduction in manual effort via AI-based automation.
Our AI/ML Technical Expertise
Comprehensive AI/ML capabilities tailored for CTRM/ETRM systems.
Demand & Load Forecasting
- Energy consumption models
- Intraday load prediction
Risk Simulation
- Monte Carlo scenarios
- Volatility modeling
Trading Copilots
- AI-driven decision support
- Natural language trade queries
Anomaly Detection
- Outlier spotting in trade data
- Fraud risk monitoring
Optimization Engines
- Scheduling optimization
- Storage/transport algorithms
AI/ML Service Offerings
Comprehensive services from initial assessment to ongoing optimization, designed to maximize your Endur investment.
Implementation & Deployment
New system setupDeploy AI/ML frameworks integrated with CTRM/ETRM platforms.
4–7 mo
Typical program
40%
Faster adoption of predictive models
- Demand and price forecasting models
- Risk and compliance AI automation
- Trade capture & settlement NLP/RPA
System Optimization
Performance enhancementsOptimize existing AI/ML models for scalability and precision.
3–5 w
Assessment
35%
Improvement in model accuracy
- Model retraining & calibration
- AI/ML integration with CTRM data
- Cloud-native AI pipeline optimization
Proven Results
Softobotics AI/ML solutions deliver measurable business value in forecasting, automation, and compliance.
45%
Improved Demand Forecast Accuracy
AI-driven models enhance short- and long-term demand predictions
$25M+
Annual Savings from AI Automation
Reduced operational and compliance costs through AI-enabled processes
99.9%
Uptime in AI-Enabled CTRM Systems
Maintained high availability across AI-powered trading and risk platforms
120+
AI/ML Use Cases Delivered Globally
Successful deployment of AI/ML solutions across energy and commodity trading
Client Success Story
“Softobotics embedded AI forecasting into our CTRM workflows, improving LNG demand predictions by 40%. Automated anomaly detection reduced compliance breaches and boosted confidence in trading decisions.”
Head of Analytics
What Sets Us Apart
We unite data science, domain expertise, and CTRM/ETRM delivery excellence.
Certified Excellence
Certified AI/ML consultants with proven CTRM/ETRM experience.
- Avg 9+ yrs data science experience
- Azure ML, AWS SageMaker, TensorFlow experts
- CTRM-native AI/ML implementations
Industry Depth
AI/ML projects across utilities, traders, and commodity firms.
- 120+ AI/ML projects delivered
- Multi-asset exposure (power, gas, oil, metals, LNG)
- AI for both physical and financial trading
Proven Delivery
Accelerated AI/ML delivery with reusable models.
- 50+ prebuilt ML templates
- Cloud + API-first AI integration
- Faster, lower-cost AI adoption
Ready to Maximize Your Investment?
Partner with the industry experts who deliver measurable results. Let's discuss how we can transform your energy operations.
Frequently Asked Questions
Common questions about our OpenLink Endur expertise and implementation services.