Forecasting for a
Dynamic Distribution Grid
Forecasting for
a Dynamic
Distribution
Grid
Forecasting for a
Dynamic Distribution Grid
Automated, explainable load, DER, and generation forecasts built for grid operations, with HGI agents to review assumptions and document adjustments.
Automated, explainable load, DER, and generation forecasts built for grid operations, with HGI agents to review assumptions and document adjustments.
Why forecasting is harder now
Why Forecasting is Harder Now
Traditional forecasting tools were built for static conditions, not real-time operations where extreme weather and rapid topology changes can quickly shift system behavior. As bi-directional power flow becomes more common, operations teams need forecasts that are explainable and defensible, not just accurate.
Themis Forecasting for Grid Operations combines operational signals and contextual data into a trusted forecasting layer, so teams see both the forecast and the drivers behind it and can act proactively.
Traditional forecasting tools were built for static conditions, not real-time operations where extreme weather and rapid topology changes can quickly shift system behavior. As bi-directional power flow becomes more common, operations teams need forecasts that are explainable and defensible, not just accurate.
Themis Forecasting for Grid Operations combines operational signals and contextual data into a trusted forecasting layer, so teams see both the forecast and the drivers behind it and can act proactively.
Why Forecasting is Harder Now
Forecasting Built for Grid Operations
Themis Grid Operations Forecasting is an automated forecasting layer designed for operators and short-horizon operations planning. It produces forecasts that are not just numbers, but operationally usable outputs:
Forecast Confidence
Point forecasts with uncertainty bands
Key Drivers
Clear explanations of the main drivers
Review and Adjust
A workflow to review, discuss, and adjust assumptions when conditions change
Traditional forecasting tools were built for static conditions, not real-time operations where extreme weather and rapid topology changes can quickly shift system behavior. As bi-directional power flow becomes more common, operations teams need forecasts that are explainable and defensible, not just accurate.
Themis Forecasting for Grid Operations combines operational signals and contextual data into a trusted forecasting layer, so teams see both the forecast and the drivers behind it and can act proactively.
Forecasting Built
for Grid Operations
Themis Grid Operations Forecasting is an automated forecasting layer designed for operators and short-horizon operations planning. It produces forecasts that are not just numbers, but operationally usable outputs:
Forecast Confidence
Point forecasts with uncertainty bands
Key Drivers
Clear explanations of the main drivers
Review and Adjust
A workflow to review, discuss, and adjust assumptions when conditions change
Use Cases
Use Cases
These use cases bring forecasting to life, showing how operators plan ahead, respond to change, and stay aligned through every shift chageover.
Peak day readiness and next-day operational planning
Peak day readiness and next-day operational planning
Use Cases
These use cases bring forecasting to life, showing how operators plan ahead, respond to change, and stay aligned through every shift chageover.
Peak day readiness and next-day operational planning
Peak day readiness and next-day operational planning
Operational Impacts
Decision ready impact for grid operations
Operational Impacts
Decision ready impact for grid operations
Operational Impacts
Decision ready impact for grid operations
Operational Impacts
Decision ready impact for grid operations
Faster decisions
Reduced Effort
Automated updates reduce time spent running manual forecasting routines.
Faster decisions
Reduced Effort
Automated updates reduce time spent running manual forecasting routines.
More consistent operations
Shift Continuity
Shared context across shifts through structured review workflows.
More consistent operations
Shift Continuity
Shared context across shifts through structured review workflows.
Faster decisions
Peak Preparedness
Automated updates reduce time spent running manual forecasting routines.
Faster decisions
Peak Preparedness
Automated updates reduce time spent running manual forecasting routines.
Higher confidence
Defensible Decisions
Uncertainty bands and clear drivers make it easier to trust results.
Higher confidence
Defensible Decisions
Uncertainty bands and clear drivers make it easier to trust results.
Better operational readiness
Optimized Code
Improved visibility into next-day and next-shift peak risk and variability.
Better operational readiness
Optimized Code
Improved visibility into next-day and next-shift peak risk and variability.
Less guesswork, less tribal knowledge
Repeatable Rationale
HGI-assisted review and documentation creates repeatable, auditable forecasting decisions.
Less guesswork, less tribal knowledge
Repeatable Rationale
HGI-assisted review and documentation creates repeatable, auditable forecasting decisions.
More consistent operations
Shift Continuity
Shared context across shifts through structured review and collaboration.
More consistent operations
Shift Continuity
Shared context across shifts through structured review and collaboration.
Easier integration
System Alignment
Forecast outputs and context can plug into existing dashboards and operational workflows without adding friction.
Easier integration
System Alignment
Forecast outputs and context can plug into existing dashboards and operational workflows without adding friction.
Core Forecasting Functions
Core Forecasting Functions
Core Forecasting Functions
Turn short horizon forecasts into action with explainability, monitoring, human review, and workflow fit.
Turn short horizon forecasts into action with explainability,
monitoring, human review, and workflow fit.
Forecast
Generate automated hours to days ahead forecasts that are built for operational decisions.
Forecast
Generate automated hours to days ahead forecasts that are built for operational decisions.
Forecast
Generate automated hours to days ahead forecasts that are built for operational decisions.
Unify
Bring load, DER, and generation forecasting into one coherent operational view.
Unify
Bring load, DER, and generation forecasting into one coherent operational view.
Unify
Bring load, DER, and generation forecasting into one coherent operational view.
Quantify
Show not just the forecast, but the uncertainty and confidence operators need to act.
Quantify
Show not just the forecast, but the uncertainty and confidence operators need to act.
Quantify
Show not just the forecast, but the uncertainty and confidence operators need to act.
Monitor
Actual vs forecast monitoring to highlight deviations and emerging risk
Monitor
Actual vs forecast monitoring to highlight deviations and emerging risk
Monitor
Actual vs forecast monitoring to highlight deviations and emerging risk
Explain
Driver explanations for forecast changes (for example: weather shift, DER variability, behavioral changes)
Explain
Driver explanations for forecast changes (for example: weather shift, DER variability, behavioral changes)
Explain
Driver explanations for forecast changes (for example: weather shift, DER variability, behavioral changes)
Simulate
Run “what-if” scenarios to stress conditions and test assumptions before decisions are made.
Simulate
Run “what-if” scenarios to stress conditions and test assumptions before decisions are made.
Simulate
Run “what-if” scenarios to stress conditions and test assumptions before decisions are made.
Adjust
Enable human in the loop review and edits with traceable rationale and governance.
Adjust
Enable human in the loop review and edits with traceable rationale and governance.
Adjust
Enable human in the loop review and edits with traceable rationale and governance.
Integrate
APIs and export options for integration with dashboards and operational workflows.
Integrate
APIs and export options for integration with dashboards and operational workflows.
Integrate
APIs and export options for integration with dashboards and operational workflows.
Forecasting Built for Grid Operations
Themis Grid Operations Forecasting is an automated forecasting layer designed for operators and short horizon operations planning. It produces forecasts that are not just numbers but operationally usable outputs.
Forecast Certainty
Point forecasts with uncertainty bands.
Forecast Certainty
Point forecasts with uncertainty bands.
Key Drivers
Clear drivers behind each forecast.
Key Drivers
Clear drivers behind each forecast.
Review and Adjust
Review and adjust as conditions change.
Review and Adjust
Review and adjust as conditions change.