Use Cases

Spending shift detection: premium card upsell at the moment of change

Customer's spending grew — more travel, premium retail, FX transactions. The moment for premium card upsell.

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Scenario

Customer with a standard debit card. Over 3 months spending grew 30%, premium retail, business travel, FX transactions appeared. Customer outgrew current card.

Without trigger the customer eventually realises and upgrades — but timing is slow or the customer migrates to a better card at a competitor.

Trigger

Spending pattern detection:

  • Monthly spend grew >30% over 3 months.
  • Categories shifted toward premium (international, business travel, premium retail).
  • FX transaction frequency rising.
  • Cashback / loyalty redemption potential underutilised.

Action

Push: “Your spending pattern fits a premium card. Premium tier delivers: lounge access, FX 0%, 5% cashback in travel categories. Annual fee free first year if you upgrade now”.

Show comparison: current card benefits unused vs premium fits.

Frictionless upgrade: 1 click → biometric → new card in app immediately, physical card by post.

What is measured

Upgrade acceptance rate.

Customer satisfaction post-upgrade.

Annual fee retention (renewed after free year).

Cross-sell follow-up (travel insurance, FX deposit, investment).

LTV impact.

What not to do

Do not upsell someone who does not qualify — premium fee burden hurts.

Do not fake “exclusive offer” — transparent eligibility.

Do not ignore downgrade option — if customer’s spending falls.

Do not bombard every card category change.

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