Predictive ML / Retail planning
Plan demand without hiding uncertainty.
Historical orders become backtested forecasts, ranges, and planning signals for replenishment, stock, and purchasing teams.
Primary buyer: Retail and e-commerce operatorsInteractive precomputed study
One category. Three planning assumptions.
Switch the assumption to compare a baseline, a promotion, and a constrained-supply case. The series is precomputed and illustrative; a paid pilot uses the client hierarchy and decision horizon.
Seasonality continues without a known intervention and uncertainty expands with the horizon.
What the pilot must prove
- 01
The target matches a real planning decision and usable hierarchy.
- 02
Historical data is representative, timestamped, and free of leakage.
- 03
The approach beats a naive and current operational baseline.
- 04
Uncertainty and failure segments are useful to the planning owner.
Production system
- 01Data ingestion and quality contracts
- 02Backtesting and baseline evaluation
- 03Forecast, range, and scenario generation
- 04Planning workflow and override capture
- 05Monitoring, retraining, and cost controls
Service focus
Demand Forecasting Consulting and Software
Backtest demand and inventory forecasts against operational baselines, uncertainty, and economic error before changing planning decisions.
- Built for
- Retail, supply, manufacturing, and planning leaders
- Designed to achieve
- Better planning against a visible baseline and explicit uncertainty
Related delivery scope
- retail demand forecasting
- demand planning consulting
- inventory forecasting solution
- replenishment optimisation consulting
Need a different system?
Not quite your solution?
Explore nearby systems or bring the outcome, workflow, and constraints that do not fit a predefined category. Tandemora can scope a custom solution around the real operating problem.
Benchmark before replacing the spreadsheet.
A forecasting pilot should establish the baseline, economic error, useful horizon, and exact integration path before production scope is priced.
Design the pilot