Dispute Reduction Has a Ceiling. Here's How to Raise It.

Banks and fintechs have invested meaningfully in tools to reduce friendly fraud. Transaction cleansing, merchant detail enrichment, location data — these have moved the needle. What's changed is how much further it's now possible to go.

Friendly fraud is not a new problem, and banks and fintechs haven't been ignoring it. Over the past several years, most institutions have invested in the foundational layer: cleaner transaction descriptions, merchant location data, logo enrichment. The idea has always been the same — if cardholders can recognize what a charge was, a meaningful share of confusion-driven disputes never get filed.

It works. The problem is it's only part of the picture.

Transaction enrichment addresses disputes that start with genuine confusion — and it's a meaningful improvement over a raw merchant code. But recognizing the merchant is only the first layer of that problem. A cardholder who sees "Amazon" on their statement knows where the charge came from. They still might not remember what they bought, especially if they're a frequent shopper with multiple charges in a given week. SKU-level detail closes that gap entirely: when the transaction reads "Sony WH-1000XM5 headphones · delivered Nov 3" rather than just "Amazon.com," the specific memory is triggered. That's a different outcome — and it's one that existing enrichment tools can't deliver on their own.

Beyond that, enrichment does nothing for the cardholder who couldn't figure out how to cancel a subscription, or the one who received an item they weren't happy with and decided a dispute was easier than initiating a return. The majority of the friendly fraud problem lives in those buckets — and until recently, banks and fintechs had limited tools to address them. That's changed.

What's become possible

The shift is driven by connectivity. When your app has a live, permissioned connection to the platforms your customers actually use, the intervention options expand significantly. You can surface what was purchased at the SKU level, offer to resolve the underlying problem directly without the cardholder ever leaving your app, and create an evidentiary record that makes disputed claims much harder to sustain.

This is what Atomic's Platform is built to enable.

Three ways disputes get created

Friendly fraud covers meaningfully different situations — each calling for a different intervention.

1. Confusion

A charge appears that the cardholder doesn't recognize or can't connect to a specific purchase. Surfacing the exact item, order details, or trip is enough to stop most of these before they start.

2. Frustration

The cardholder wants to cancel a subscription but can't find the way to do it. A dispute becomes a cancellation request in disguise — filed because it's easier than dealing with the merchant.

3. Hassle avoidance

The cardholder received their order but isn't happy with it. They know a return is possible, but filing a dispute from their app is faster. It's not fraud — it's a return taking the path of least resistance.

Where Atomic comes in

Atomic's Platform is built around three pillars — Connect. Discover. Act. Together they create a loop: connect your customers' accounts to the places they spend, surface the data that gives context to every transaction, and give them the tools to take action without leaving your app. For dispute management, three capabilities within that platform are directly relevant.

Modeling the impact

Each capability intervenes at a distinct point in the dispute journey. The chart below shows the cumulative step-down effect — how disputes that would otherwise reach the queue get resolved, deflected, or abandoned upstream.

A note on these estimates: This model is built from sourced industry data with assumptions clearly disclosed in the underlying methodology. The ranges reflect genuine uncertainty where direct data isn't available. Atomic can share the full assumption set on request.

What this adds up to

Across all mechanisms, the model produces the following estimated reduction in friendly fraud disputes within Atomic-covered merchant transactions.

A better experience, not a harder one

It's worth noting what's actually happening underneath it: an app that helps cardholders understand their spending, manage their subscriptions, and resolve issues without leaving the experience is simply a better product.

Cardholders who link their accounts aren't doing so because they're thinking about dispute management. They're doing it because they want to see what that $47 Amazon charge was, or because they want to cancel a subscription without hunting for a settings page. The dispute reduction is the downstream outcome of building that utility into your app — not an add-on, and not in tension with the cardholder experience.

That's the case for Atomic's Platform. Connect the places your customers spend. Surface what they need to understand their money. Give them the tools to act on it — without leaving your app. The dispute queue gets smaller as a result.