Demand Forecast
Drill-down by category, sub-category, or SKU (p50 + p95 model)
SKU · AUC3600524027094
L'Oréal Paris Men Expert Magnesium Defense Déodorant Bille 48h 50ml
longtail
1P
CORPS ET VISAGE
Last 4 weeks demand
6
▼ 64.7% vs prev 4w
Year-over-year
-60.0%
vs same 4w last year (15 units)
Current stock
2
≈ 1.2 weeks of cover
Unit price
MAD 24
avg of last 30 sells · latest 2026-05-06
AUC3600524027094
History (last 52 weeks) and LightGBM p95-quantile forecast for the SKU.
Cutoff: 2026-06-08 · Total forecast: 89 units.
Actual
Forecast p50 (expected)
Forecast p95 (upper bound)
Price history
Weekly qty-weighted average (MAD) of every non-null price/cost column in the OrderBook for this SKU. Click a legend entry to hide/show a line.
Why this forecast?
L'Oréal Paris Men Expert Magnesium Defense Déodorant Bille 48h 50ml · in the longtail cohort · last 4 weeks 6 units, trending down -64.7% · on-hand 2 units
Signals the model saw
- Cohort: longtail (560 days of history, 94 units sold over 52 weeks)
- Volatility (CV): 0.83 — moderate
- Recent trend: last 4w = 6 units · prev 4w = 17 units
- Stockouts (last 13 weeks): none — history is reliable
- Calendar events firing in forecast window: none
Model output
| Realistic (p50) — next week | 3.5 units |
| Realistic (p50) — next 4 weeks | 12.6 units |
| Realistic (p50) — next 3 months | 30.9 units |
| Optimistic (p95) — next week | 10.5 units |
| Optimistic (p95) — next 4 weeks (reorder target) | 37.9 units |
| Optimistic (p95) — next 3 months (quarterly PO target) | 88.7 units |
| Legacy μ/wk (reorder pipeline) | 2.4 |
| Revenue exposure — optimistic, 3 months | MAD 2.1K |