SmartDataTwin
Intelligence · Phase 3

Forecasting

Stock, utilisation, revenue — projected 4 to 13 weeks ahead. Prophet + scikit-learn on your event log. Seasonality auto-detected.

Capabilities

Concretely usable.

  • 01

    Multi-horizon

    4 / 8 / 13 weeks. Per item × site, per workshop utilisation, per customer cluster.

  • 02

    Auto seasonality

    Prophet picks up weekly, monthly, yearly patterns without manual tuning.

  • 03

    Confidence intervals

    Every forecast with 80 %/95 % band. You know how sure the AI is.

How it runs

Three steps.

  1. 01

    Feature store

    Materialised views on the event log. Daily refresh.

  2. 02

    Forecast job

    Weekly + on-demand. Prophet per series, ML ensemble for compounding seasonal peaks.

  3. 03

    Recommendation

    Imminent stock-out → task. Utilisation spike → staffing suggestion.

Output

What lands with you.

  • Stock forecast per item × site × 4 weeks
  • "For May, current trend implies +12 % workshop utilisation."
  • Season heatmap per industry

Ready?

See Forecasting in the live clone.