Inventory · AI Forecasting
Demand Forecast
Next 8 days, by category, with weather and event drivers factored in.
Forecasted units · 7d
+8.2%0
Model accuracy
+0.60.0%
Optimization saved
+€2.1k€0
SKUs over-stocked
-30
Daily demand · actual vs. AI forecast
Confidence band ±6%Mon
Tue
Wed
Thu
Fri
Sat
Sun
+1d
+2d
+3d
+4d
+5d
+6d
+7d
Actual Forecast Weekend peak Sat +18% above baseline
Forecast drivers
SHAP weights- Weekend pedestrian uplift28%
- Weather: temp 27°C, sunny22%
- Local events (concert, sports)18%
- Public transport schedule14%
- Historical seasonality10%
- Marketing campaign uplift8%
Weather signal
7-day outlook: 5 sunny days, 2 rainy. Cold beverage uplift +12% Thu–Sat, hot meals uplift +18% Sun–Mon.
Forecast by category
Next 7 days| Category | Last 7d (u) | Forecast 7d (u) | Δ | Driver |
|---|---|---|---|---|
| Cold drinks | 1,284 | 1,418 | +10.4% | Hot weather +12% |
| Coffee | 982 | 1,042 | +6.1% | Morning peak stable |
| Snacks | 1,841 | 1,942 | +5.5% | Friday surge +8% |
| Hot meals | 642 | 718 | +11.8% | Rain forecast +18% |
| Healthy | 521 | 562 | +7.9% | Wellness trend stable |