OUT_09348
Bakery · Large · Central · distributor DIST_C_01
Predicted potential
January 2026 if systemic constraints were relieved.
Geographical Location
Store location on the map.
Recommended actions
Top-3 prescriptive interventions ranked by expected monthly L uplift.
- Rank 1 · cooler+318.6 L / mo
Add 5th cooler to outlet
Counterfactual model predicts +318.6 L/month if cooler capacity is increased.
- Rank 2 · festival_promo+129.5 L / mo
Schedule promotional push for Christmas + New Year peak
Historical seasonality and Sri Lanka demand calendar imply ~129.5 L/month additional volume during Christmas + New Year peak if outlet is featured in the campaign.
- Rank 3 · sku_mix+24.0 L / mo
Shift SKU mix toward premium (stock 1-2 additional premium SKUs)
Outlet currently sells 8.4% premium SKUs vs top-performing peers in the same cohort at 14.6%. Closing this gap typically lifts volume by ~24.0 L/month.
Top reasons the score is high
Largest positive SHAP contributors.
- Cooler_Count+322.5
- Outlet_Size_Large+91.5
- Outlet_Size_Small+65.5
- mass_share+13.5
- super_premium_share+4.9
Top reasons the score is held back
Largest negative SHAP contributors.
- Outlet_Size_Extra Large-50.1
- monthly_volume_mean-49.8
- monthly_volume_q95-21.1
- climate_jan_humid_pct-14.4
- monthly_volume_std-13.6
What-if scenarios
Model-predicted deltas if a constraint were relieved.
Cooler deployment business case
Assumes LKR 50,000 unit cost, 12% gross margin, 12% cost of capital.
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.