Prototype · synthetic data

Agent trace

Why this decision

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  1. 1. Moment agent

    Omar Pereira · young couple · City Centre Deira
    Lapse · urgency high

    Mall Dining visits fell to 0 in the last 30 days vs 1.7/month before (≤ 40% threshold).

  2. 2. Ecosystem navigator

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

    3 candidates at City Centre Deira: 2 Mall Dining offers + 1 cross-property bundle.

  3. 3. Offer economist

    upliftProb × basket × margin − net cost after brand funding
    Pre-show dinner at 7:30pm + 2x points when you pay with SHARE

    Picked "Pre-show dinner at 7:30pm + 2x points when you pay with SHARE": expected GP AED 30, net cost AED 0 (100% tenant-funded), beat "2x points at participating mall restaurants" by AED 24.6.

    OfferFunded byUplift Exp. GP Net cost Score
    Pre-show dinner at 7:30pm + 2x points when you pay with SHAREbundletenant 100%27%30.00.030.0Chosen
    2x points at participating mall restaurantstenant 100%12%5.40.05.4Lower score
    AED 25 off dining over AED 150tenant 50%14%6.17.5-1.4Costs more than it earns

  4. 4. Guardrails

    Holdout no · 2 msgs this week
    Pass

    Within budget, message cap and approval threshold.

  5. 5. Action

    Channel: push
    Sent: Pre-show dinner at 7:30pm + 2x points when you pay with SHARE

    tenant funds 100% · MAF net cost AED 0