Automated Time Series

Automated Time Series Modeling

Go beyond the basics and apply advanced, AI-driven forecasting models to the most critical parts of your operations with DataRobot Automated Time Series. Build resiliency, reduce uncertainty, and deliver forecasts that help your organization thrive in the face of continuous turbulence by rapidly delivering powerful, AI-driven forecasts at scale.

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Resilient, AI-Driven Forecasting for the Real World

Create powerful, AI-driven forecasts using advanced algorithms, automation, and time-aware guardrails. Then, immediately deliver them to your front lines with flexible deployment options that natively embed AI-driven forecasts anywhere in your ecosystem. Once deployed, you can ensure your forecasts stay current as events change with integrated monitoring and automatic alerting.

Hyper-Granular Forecasting at Scale

Eliminate the need for lengthy development projects, expensive data architectures, and deep statistical know-how. DataRobot Automated Time Series intelligently breaks time series into its component parts, and aggregates series together into groups with automated clustering. Now you can scale to forecast millions of items across a multitude of categories with unprecedented levels of granularity, control, and accuracy.

Real-Time Anomaly Detection and Explanations

Spot both simple, single-event anomalies and complex sequence-of-events anomalies down to the millisecond. With DataRobot Automated Time Series, real-time anomaly models detect when something looks abnormal, and can even anticipate such unusual events before they occur. Understand the drivers of anomalies through drill-drown insights, then share your findings with others with clear, built-in visualizations.

Cold Start Forecasting and Forecasting in Uncertain Times

Consider no historical data, missing data or eroded historical data a non-issue. DataRobot Automated Time Series handles series with gaps or with no data whatsoever: all preprocessing tasks are automatically adjusted for you, out of the box. Now you can generate and deliver accurate forecasts for new products or items, and help your organization adjust to economic or environmental shocks that erode historical data with cold-start forecasting.

Predict Current Events with Nowcasting

Determine what is going to happen in the present moment without access to every piece of information. DataRobot Automated Time Series helps you quickly develop nowcasting models that will give you current condition estimates, and help you understand factors that contribute to those conditions at that exact moment in time. Use nowcasting to provide critical information your organization needs to know now, such as determining how to price an asset today, given what we know about the market at the current moment and what it’s been doing recently.