Forecast Twin
From Business Questions to a Twin Model
What happens next — and how should we prepare for it?
A forecast is not the decision.
The decision is what you do when the forecast changes.
Most forecasts end as numbers in a report.
But business decisions need more: what happens if demand changes, promotions shift, prices move, or external conditions turn against the plan?
A Forecast Twin connects historical performance, business drivers and future assumptions into a dynamic planning model.
It updates the expected path, shows uncertainty and allows teams to compare alternative planning scenarios.
Forecast benchmarking
Compare alternative forecasting approaches against simple baselines using genuine out-of-sample validation.
Uncertainty modelling
Estimate not only the expected future path, but plausible ranges and the probability of alternative outcomes.
Hierarchical forecasting
Keep forecasts consistent across products, regions or organisational levels.
Scenario simulation
Change assumptions and quantify how alternative inputs affect the expected future path.
How much should we plan for?
What is the plausible range, not only the point forecast?
Which products / markets are driving the change?
Is the deviation temporary or structural?
What happens under an upside / downside scenario?
When should the plan be revised?
