Fraud Data Guidance for Payment Teams

Fraud guidance for your workflow

Payment providers and operations teams inherit risk from both account and merchant journeys. An isolated transaction view may omit earlier access changes, repeated attempts or unresolved onboarding questions. IFD helps identify which additional signals deserve evaluation at the payment decision.

Connect merchant and customer evidence

Map the evidence that can reach authorization or review in time. Separate card testing, unauthorized use and later disputes so the evaluation addresses a specific source of loss.

Four areas to connect

Looking only at the transaction can leave useful onboarding, account, and device evidence outside the decision.

• Merchant Entry: Review onboarding context.
• Customer Access: Understand account changes.
• Transaction Attempts: Compare payment patterns.
• Dispute Learning: Feed confirmed outcomes back.

Measure useful decisions

Assess incremental detection, legitimate completion and review burden. Confirm what a provider's model actually includes and how missing or uncertain results are handled.

Keep the customer context

Additional data is useful when it changes a decision, not simply when it creates another alert.

What working with IFD looks like

Tell us which decision you want to improve and what evidence your team already has. IFD helps clarify useful signals, compare suitable providers and scope an evaluation. We review coverage, limitations and practical fit so your team can decide on the next step.

• Define one abuse pattern and the decision it affects.
• Identify the evidence gaps and relevant provider capabilities.
• Agree a representative evaluation and meaningful outcomes.
• Review results, limitations and commercial terms before deciding.