BevCast

Live
Total units
1.10M
12 months from Nov 2025
Latest month
129.0k
Oct 2026 -6.6% MoM
Peak month
155.4k
Jul 2026, +916% vs launch
Best model
Moving Avg
Hold-out WAPE 3.09%
Next 3-month forecast
408.3k
Moving Avg, Nov 2026 136.1k
AED saved vs naive
AED 51.5k
74% lower error cost
Demand history and forecast
Actual units, Moving Avg hold-out predictions and the 3-month forecast with 80% and 95% intervals

Insight: Sales grew 916% from 15,290 units at launch (Nov 2025) to a peak of 155,390 in Jul 2026; the 3 month(s) since then declined 17.0% as average temperatures fell from 37.2 to 31.2 °C. Moving Avg forecasts 136,103 units for Nov 2026 (+5.5% vs Oct 2026) and 408,310 over the next 3 month(s), with a 95% range of 68,999 to 203,208 in the first month.

AI executive summary

Preparing the analysis of the live results...

At a glance
Scope
All markets
History
12 months
Hold-out
3 months
Next month
Nov 2026

Insight: Moving Avg is the most accurate model on the hold-out (WAPE 3.1%); planning with it instead of Naive would have saved AED 51,484 on the test months.

Production plan
Moving Average forecast, 95% interval and safety stock for a 95% service level
MonthForecast95% rangeSafety stockProduce
Nov 2026136,10368,999 to 203,20856,317192,500
Dec 2026136,10341,203 to 231,00479,644215,800
Jan 2027136,10319,874 to 252,33297,543233,700
Total408,310233,504642,000

Insight: Producing 642,000 units over 3 month(s) covers the forecast of 408,310 plus 233,504 units of safety stock for a 95% service level. Safety stock grows each month because uncertainty compounds with the horizon (sigma x sqrt(h)).

Regional allocation
Forecast split by share of units in Aug 2026, Sep 2026, Oct 2026

Insight: Dubai takes the largest share (42.1%) based on the share of units in Aug 2026, Sep 2026, Oct 2026, so it should receive about 57,323 of the 136,103 units forecast for Nov 2026; the smallest market, Al Ain, needs 14,223.