Demand Forecast
Drill-down by category, sub-category, or SKU (p50 + p95 model)
SKU · AAAAA22979
L'Oréal Men Expert - Déodorant bille pour homme - Invincible 96h anti-transpirant - 50 ml
longtail
1P
CORPS ET VISAGE
Last 4 weeks demand
0
▼ 100.0% vs prev 4w
Offer Stock
40
Σ Stock across 11 live offers
1P stock
12
≈ 33.6 weeks of cover · latest warehouse snapshot
Unit price
MAD 23
avg of last 30 sells · latest 2026-04-01
AAAAA22979
History (last 52 weeks) and LightGBM p95-quantile forecast for the SKU.
Cutoff: 2026-06-22 · Total forecast: 56 units.
Actual
Realistic forecast
Optimistic
Out of stock
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 Men Expert - Déodorant bille pour homme - Invincible 96h anti-transpirant - 50 ml · in the longtail cohort · last 4 weeks 0 units, trending down -100.0% · on-hand 12 units
Signals the model saw
- Cohort: longtail (1092 days of history, 15 units sold over 52 weeks)
- Volatility (CV): 0.77 — moderate
- Recent trend: last 4w = 0 units · prev 4w = 1 units
- Stockouts (last 13 weeks): none — history is reliable
- Calendar events firing in forecast window: none
Model output
| Realistic forecast — next week | 1.0 units |
| Realistic forecast — next 4 weeks | 4.2 units |
| Realistic forecast — next 3 months | 14.9 units |
| Optimistic — next week | 4.1 units |
| Optimistic — next 4 weeks (reorder target) | 15.9 units |
| Optimistic — next 3 months (quarterly PO target) | 56.1 units |
| Legacy μ/wk (reorder pipeline) | 1.1 |
| Revenue exposure — optimistic, 3 months | MAD 1.3K |