raptorX.ai

Loyalty & Gift Card
Abuse Detection

Stop fraud in reward points, refund schemes, and gift cards.

Why It Matters

Protect Loyalty and Gift Cards from Silent, Systemic Abuse

Loyalty programs and gift cards are often seen as low-risk — until they're exploited.Fraudsters use insider help, synthetic identities, and timing tricks to drain rewards, trigger illegitimate refunds, or monetize gift cards across merchant platforms.

These actions often go undetected because they're split across systems.

RaptorX connects the dots between redemption, refund, and spend — before value leaks.

Why Loyalty Abuse Is

Hard to Catch

Valid-Looking Use

Valid-Looking Use

Redemptions appear valid at the customer level

Dormant Accounts

Dormant Accounts

Refunds or gift card reloads occur on “inactive” accounts

Merchant Blindspots

Merchant Blindspots

Merchants may be unaware of cross-customer fraud loops

Insider Actions

Insider Actions

Employees may trigger point grants, approvals, or manual refunds

Limited Coverage

Limited Coverage

Traditional fraud systems don’t cover loyalty ecosystems

RaptorX Detects Reward

& Gift Card Abuse

Uncover Incentive Abuse From Redemption Spikes to Insider Loops in Real Time


Flags sudden bursts of high-value redemptions or refunds, often triggered right before expiry or inactivity thresholds.

Links employee accounts to unusual redemption patterns or manual overrides indicating insider–customer collusion.

Catches circular, low-value trade flows that mimic recurring transactions but signal hidden layering intent.Catches dormant accounts reactivated to launder rewards or convert points into cash-equivalent value.

How RaptorX Protects

Reward Ecosystems

Customer + merchant-level pattern learning

 Models normal usage across geographies, products, and customer tiers.

Graph-based redemption → refund behavior

Links redemptions, refunds, and gift card actions into one pattern map.

Cross-system alert correlation

Connects loyalty activity to transactional fraud, mule behavior, and insider signals in real time.

Direct integration into SAR/Suspicious Activity queues

Feed into your compliance, risk, or fraud case queues seamlessly.

Why Leading Retailers, Banks

& Wallets Choose RaptorX

Protect Incentives and Refunds From Hidden Fraud and Silent Leakage


Detects fraud across reward systems, refund engines, and gift card APIs

Prevents silent value leakage — even on “inactive” accounts

Reduces false positives through graph-based trust modeling

Integrates into loyalty ops, fraud queues, and AML triggers seamlessly

Loyalty should build trust — not fund fraud.

See how RaptorX protects rewards from abuse across customer, employee, and merchant behavior.