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OUT_18973

Bakery · Medium · Southern · distributor DIST_S_02

High

Predicted potential

January 2026 if systemic constraints were relieved.

Predicted Jan 2026
261.8 L
Recent monthly avg
84.2 L
Own Q90
219.7 L
Active months
25 / 36
Coolers
2
Local competitors (1 km)
1
HHI (1.5 km)
3,723
Replenishment friction
8.0%

Geographical Location

Store location on the map.

Recommended actions

Top-3 prescriptive interventions ranked by expected monthly L uplift.

  1. Rank 1 · cooler

    Add 3th cooler to outlet

    +439.5 L / mo

    Counterfactual model predicts +439.5 L/month if cooler capacity is increased.

  2. Rank 2 · festival_promo

    Schedule promotional push for Christmas + New Year peak

    +52.3 L / mo

    Historical seasonality and Sri Lanka demand calendar imply ~52.3 L/month additional volume during Christmas + New Year peak if outlet is featured in the campaign.

Top reasons the score is high

Largest positive SHAP contributors.

  • climate_jan_humid_pct
    +55.4
  • Outlet_Size_Small
    +37.7
  • Outlet_Size_Medium
    +19.9
  • Province_Southern
    +8.0
  • Latitude
    +5.5

Top reasons the score is held back

Largest negative SHAP contributors.

  • monthly_volume_mean
    -74.4
  • Outlet_Size_Extra Large
    -31.9
  • Outlet_Size_Large
    -21.6
  • monthly_volume_q95
    -20.9
  • monthly_volume_median
    -20.8

What-if scenarios

Model-predicted deltas if a constraint were relieved.

Add one cooler+439.5 L / mo
base 261.3 L → after 700.8 L
Remove competitive drag0.0 L / mo
base 261.3 L → after 261.3 L

Cooler deployment business case

Assumes LKR 50,000 unit cost, 12% gross margin, 12% cost of capital.

Monthly uplift
439.5 L
Monthly margin
LKR 14,715
Payback
3.4 mo
24-mo NPV
LKR 264,514

AI explanation

A Gemini-generated, business-friendly summary of why this outlet received its score and what the sales team should consider next.

Click Explain this outlet to ask Gemini 2.5 Flash for a plain-English explanation grounded in the SHAP drivers, the counterfactuals, and the recommended actions for this outlet.