Prototype · synthetic data

Agent trace

Why this decision

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  1. 1. Moment agent

    Rahul Hamdan · high value · Mall of the Emirates
    First-visit gap · urgency low

    Only shops at Mall Dining, while Mall of the Emirates has 5 SHARE business units.

  2. 2. Ecosystem navigator

    Trigger: Mall Dining · cross-BU consent yes
    4 candidate offers

    4 candidates at Mall of the Emirates: 2 Mall Dining offers + 2 cross-property bundles.

  3. 3. Offer economist

    upliftProb × basket × margin − net cost after brand funding
    Slope session + après-ski dinner, 2x points

    Picked "Slope session + après-ski dinner, 2x points": expected GP AED 23, net cost AED 11.2 (60% tenant-funded), beat "Pre-show dinner at 7:30pm + 2x points when you pay with SHARE" by AED 1.2.

    OfferFunded byUplift Exp. GP Net cost Score
    Slope session + après-ski dinner, 2x pointsbundletenant 60%10%23.011.211.8Chosen
    Pre-show dinner at 7:30pm + 2x points when you pay with SHAREbundletenant 100%10%10.70.010.7Lower score
    2x points at participating mall restaurantstenant 100%5%2.20.02.2Lower score
    AED 25 off dining over AED 150tenant 50%4%1.87.5-5.7Costs more than it earns

  4. 4. Guardrails

    Holdout no · 4 msgs this week
    Blocked

    Fatigue: 4 messages this week (cap 3).

  5. 5. Action

    Channel: none
    No message sent

    Decision logged for measurement against holdout.