SmartDataTwin
Intelligence · Phase 3

Forecasting

Stock, utilisation, revenue — projected 4 to 13 weeks ahead. Forecasting-Pipeline on your event log. Seasonality auto-detected.

Forecasting
app.smartdatatwin.com/forecasting

What it does

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

  1. 01

    Feature store

    Materialised views on the event log. Daily refresh.

  2. 02

    Forecast job

    Weekly + on-demand. Specialised models per data series, ensemble for complex patterns.

  3. 03

    Recommendation

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

What you get

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

Requires

  • → Inventory + AI baseline layer.

In the example

4–13 w
forecast horizon
80/95 %
confidence bands

See Forecasting in the real system.