Leading Authority in Electricity Price Forecasting Services
We provide highly accurate, advanced AI cloud forecasting services for real-time and DA energy and reserve nodal prices at 5–60 minute intervals across U.S. RTOs/ISOs, European power exchanges, and global electricity markets. Zero deployment enables instant access to forecasts through web dashboards and APIs
AI cloud forecast services for real-time and DA energy & reserve nodal prices (5–60 min intervals) across US RTOs & ISOs, EU power exchanges and world markets. Zero deployment. Access forecasts instantly in web dashboards and APIs
QR AI Forecasting Services deliver comprehensive ready-to-use AI forecasting solutions for load, energy & reserve prices, solar and wind generation. AI models are tailored for real-time, DA and long-term world power markets
AI Forecasting & Asset Co-optimization for Global Power Markets
- Advanced microservice architecture streamlines and automates the entire data processing and AI modeling pipeline, enabling the rapid creation, testing and deployment of targeted machine learning forecasting and trading optimization solutions that deliver measurable profitability improvements.
- Enterprise Integration: API-friendly ecosystem supports flexible integration and data exchange with third-party & in-house ETRM, trading and scheduling systems.
- Market-Ready Adaptability: Scalable microservices continuously evolve to support complex nodal power markets, asset constraints, and trading strategies.
End-to-End Probabilistic AI Forecasting & Algorithmic Trading Optimization
Deliver measurable bottom-line gains across global energy markets with an integrated technology platform spanning data pipelines, APIs, probabilistic AI forecasting, market analytics, and algorithmic trading optimization.
- Probabilistic AI Forecasts: Intraday real-time, day-ahead (DA), 14-day, and long-term forecasts for load, LMP/nodal prices, and renewable generation at 5–60 minute resolution.
- BESS Stochastic Co-optimization: Multi-market co-optimization of battery storage and variable renewable resources across intraday and day-ahead energy, ancillary-service, and reserve markets.
- No-Code Platform: Ready-to-use cloud services accessed instantly through interactive web dashboards or RESTful APIs.
- Flexible Deployment: Available as API data streams, private-cloud instances, or secure on-premise installations. Free trials available.
AI Load & Demand Forecast
Top-down & bottom-up short- to long-term demand. Retailers & utilities net / load from individual meters to system demand.
AI Price Forecast
Real-time and DA probabilistic price forecasts, 5-60 minute resolution. Nodal, LMP & trading hub energy & reserve prices for US RTO/ISOs, European & world power markets.
AI DER Solar & Wind Forecast
Intraday short- to long-term solar and wind generation at the farm level, and behind-the-meter customer segmentation for PV, BESS, EV.
AI Electricity & Reserve Price Forecasting Services
Comprehensive probabilistic AI forecasting services for electricity and reserve prices across U.S. RTOs/ISOs, European power exchanges, and global electricity markets.
Continuous real-time and day-ahead market (DAM) price forecasts. Zero implementation required. Receive production-ready forecasts instantly through automated API data streams or interactive web dashboards.
DAM Energy Price Forecasts
- US ISO / RTO: 60 TH LMP
- Europe: 15 SMP
- Asia: 8 Price Areas
Updates: 6 a.m., 9 a.m. & on-demand
RTD (5, 15, 60 Min) Energy Price Forecasts
- US ISO / RTO: 92 TH LMP
- Europe: 15 SMP
- Asia: 12 Price Areas
Updates: Every 5, 15 and 60 mins
DA Reserve Price Forecasts
- US ISO / RTO: 22 AS_Price
- Europe: 15 aFRR Price
- Asia: 2 Ancillary Price
Updates: 6 a.m., 9 a.m. & on-demand
RTD (5, 15, 60 Min) Reserve Price Forecasts
- US ISO / RTO: 20 AS_Price
- Europe: 15 aFRR Price
- Asia: 6 Ancillary Price
Updates: Every 5, 15 and 60 mins
Interactive AI Price Forecast & Analytics Dashboards
QR AMPS: AI Market Prediction System for Global Power Markets
QR AMPS is a universal, market-agnostic AI price forecasting platform with live interactive AI dashboards for US, CAISO, PJM, ERCOT, MISO, SPP, NYISO, and ISO-NE, as well as European power markets. QR AMPS dashboard can be customized for specific LMP nodes, trading hubs, and regional market products.
QR AMPS Interactive AI Dashboard
QR AMPS web dashboard offers extensive visualization and analysis capabilities. Real-time (RT) and day-ahead market (DAM) probabilistic forecasts, at 5–60 minute resolution, are presented through interactive tables and charts, with built-in accuracy metrics including MAPE, MAE, RMSE, and Directional Win Rate, as well as manual data export. The AI dashboard can be customized to reflect clients’ specific LMP nodes, trading hubs, and regional market products.
Full Price forecast dashboards can be viewed
Explore our Solutions | Request a Demo | Apply for a Free Trial
AI Demand Forecasting Solutions
AI Modeling of Demand Drivers and Top-Down and Bottom-Up Demand Forecasting
- Advanced AI modeling of demand drivers including distributed energy resources (DER), electric vehicles (EV), behind-the-meter photovoltaics (BTM PV), cooling degree hours (CDH), and heating degree hours (HDH).
- Top-down medium and long-term grid demand forecasting at circuit, substation, and distribution levels, complemented by bottom-up forecasting using hyper-local customer AMI meter profiles.
QR ALPS: AI Load Prediction System
QR ALPS is a universal, market-agnostic AI demand forecasting platform designed to operate across global power markets and diverse grid environments. The platform adapts to local grid structures, regulatory requirements, network configurations, and available consumer and system telemetry data.
| Accuracy Metric | Day-Ahead | 7-Day Ahead |
|---|---|---|
| MAPE | 2.4 % | 3.1 % |
Interactive AI Demand Forecasting & Analytics Dashboard
QR ALPS integrates hourly probabilistic load forecasts at customizable confidence levels (P5, P50, P95) across market segmentations, with built-in accuracy KPIs and interactive time-series charts.
The QR ALPS AI demand modeling and interactive dashboard are showcased using CAISO regional demand and TAC data as a representative use case. The dashboard can be fully customized without coding for individual clients. Forecasts are presented through interactive tables and charts, with built-in accuracy metrics including MAPE, MAE, RMSE, and Directional Win Rate. The system provides dynamic zooming, range-scrolling, and granular inspection capabilities.
CAISO TAC AI Load Forecasting & Structural Component Decomposition
QR ALPS (AI Load Prediction System) proprietary mathematical load model decomposes observable CAISO net demand into five core structural components: temperature-independent baseload, cooling-driven demand (CDH), heating-driven demand (HDH), EV charging, and unmetered behind-the-meter (BTM) solar PV generation. Calibrated using hybrid statistical and AI algorithms on recent seasonal data, these structural parameters are superimposed onto baseline AI forecasts. This framework allows grid planners and analysts to apply structural shocks to individual demand drivers for advanced scenario modeling and stress testing. Interactive dashboards visually stack these underlying vectors to display gross versus net load profiles while offering full drill-down capabilities into localized Transmission Access Charge (TAC) areas.
Full load forecast dashboards can be viewed
Explore our Solutions | Request a Demo | Apply for a Free Trial
Next Generation Battery Storage Trading Co-optimization Solutions
QR BOSS (Battery Optimization & Storage System) delivers comprehensive multi-market trading and valuation co-optimization services for energy and reserve markets.
QR BOSS is designed for power traders, asset managers, and energy developers across all US ISOs/RTOs (PJM, ERCOT, CAISO, MISO, SPP, NYISO, ISO-NE), European power exchanges (EPEX SPOT, Nord Pool, EEX), Asia-Pacific, and global balancing markets.
- Supports standalone, hybrid, and co-located BESS, as well as standalone wind and solar assets.
- Advanced stochastic co-optimization leverages our probabilistic AI price forecasts to maximize asset profitability while minimizing Conditional Value at Risk (CVaR).
- Provides extensive performance analysis and metrics, including battery health metrics, shadow pricing, opportunity cost, sensitivity analysis, and risk metrics such as Value at Risk (VaR).
BESS Bidding Optimization
Maximize the trading profit or the value of a BESS by co-optimizing jointly in energy and reserve markets, charging vs discharging decisions, and bidding. Stochastic co-optimization maximizes profit while minimizing risk (VaR, CVaR), under 1000s of probabilistic price forecasts. BESS constraints are matched.
Thermal Generation Bidding Optimization
Maximize the trading profit of a thermal asset by co-optimizing participation & bidding in energy and reserve markets. Stochastic co-optimization maximizes profit while minimizing risk (VaR, CVaR), under 1000s of probabilistic price forecasts. Constraints, ramps, and contractual obligations are met.
LSE Sourcing Portfolio Optimization
Minimize the total energy sourcing cost of load serving entities or energy retailers in intraday and DA energy trading, by optimizing the scheduling of callable physical and financial bilateral contracts vs buy-sell in a bilateral or power market / ISO energy market.
Hydro Assets Bidding Optimization
For hydro and pumped storage assets, co-optimize stochastically the release and generation, or pump-up strategy, across 1000s of intraday and day-ahead energy and reserve price forecasts to maximize profit while minimizing CVaR risk. Hydro constraints & contractual obligations are met.
