Commercial Intelligence

Revenue Intelligence

The Revenue Opportunity Engine ranks every AI-detected growth lever by estimated revenue, margin, confidence and time to impact — then routes it to an owner for simulation and approval.

Ask Copilot: “Which revenue opportunities should we prioritise this quarter?”

Featured opportunityDistribution expansionOpportunity Engine

Expand LittleJoy Kids Body Wash distribution to 320 additional outlets in East Java

Kids Body Wash sells IDR 2.9M / outlet / month in listed East Java outlets; 320 look-alike outlets unlisted.

Revenue Estimated

+IDR 1.4B

Margin Estimated

+IDR 410M

Time to impact

30 days

Confidence

78%

Recommended action

Listing drive via D-019, D-020, D-024 · investment IDR 120M (listing fees & display) · ROI 2.4×

Ranked opportunities

Opportunity pipeline

Estimated values from the AI business case · click a row for the full detail

Estimated

Opportunity by type

Estimated revenue · current selection · click a bar to filter

AIOpportunity heatmap

Estimated revenue by lever × region (national levers allocated by region share)

	Greater Jkt	West	Central	East	Sumatra
Demand gap	1.3B	1.0B	2.1B	920M	598M
Stockout prevention	–	2.4B	–	–	–
Distribution expansion	896M	704M	544M	2.0B	1.1B
Cross-sell	448M	352M	272M	320M	208M
Pricing optimization	308M	242M	187M	220M	143M
Promotion optimization	742M	583M	451M	530M	345M
Consumer retention	549M	431M	333M	392M	255M
Inventory rebalancing	106M	84M	65M	556M	49M

Low

High · values in IDR

Capture plan

Cumulative revenue unlocked by time to impact

Estimated

0–30 days11 opportunities · IDR 13.6BCapture FreshHome rainy-season demand · Protect Lumi Baby Lotion supply in West Java · Reallocate Q4 marketing budgetΣ IDR 13.6B
31–60 days4 opportunities · IDR 6.3BClose must-stock gaps across 17 SKUs · Restore D-017 coverage for PureNest · Lumi Baby Lotion 200ml price to +3%Σ IDR 19.9B
61–120 days1 opportunities · IDR 1.9BPureNest Ramadan 2027 early pre-buildΣ IDR 21.8B

Revenue forecast · next 6 months

AI forecast without vs with the opportunity pipeline (confidence-weighted, ramping after time to impact)

ActualWithoutWith opportunities

Without Predicted

IDR 3.86T

Uplift Estimated

+IDR 16.6B

With opportunities

IDR 3.87T +0.4%

Revenue leakage

Revenue leakage · Last 12 months

Where net revenue is lost between gross demand and the invoice · click for the AI explanation

IDR 309.4B