---
title: Get Ready for Mastercard's Global Merchant Audit Program (GMAP)!
description: Prepare for Mastercard GMAP. Download readiness guides for merchants, partners, acquirers, processors, PayFacs, ISOs, and risk teams.
image: https://marketing.frauddeflect.com/hubfs/imagegmap.png
---

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) GMAP Readiness Guides](https://frauddeflect.com/)

[Inside the Guides](https://marketing.frauddeflect.com/gmapguide#inside) [Choose Guide](https://marketing.frauddeflect.com/gmapguide#choose) [Why GMAP Matters](https://marketing.frauddeflect.com/gmapguide#why-gmap) [FAQs](https://marketing.frauddeflect.com/gmapguide#faq) [Download](https://marketing.frauddeflect.com/gmapguide#download)

Mastercard GMAP Readiness Guides

# Get Ready for Mastercard's Global Merchant Audit Program (GMAP)!

Starting in April 2027, GMAP will change how fraud, disputes, merchant performance, and portfolio exposure are monitored. Whether you are protecting a merchant account or managing portfolio-level risk, these guides will help you understand what's changing and what to do next.

 Choose either the Merchant Guide or the Partner / Acquirer Guide after submitting the form.

[Download the Guide →](https://marketing.frauddeflect.com/gmapguide#download)

Free GMAP Resource

## One page. Two guides.

Choose the resource that matches your role.

**01**Merchant Guide

**02**Acquirer Guide

Inside the guides

## Inside the GMAP Readiness Guides

Each guide is tailored to a different audience, but both are built around the same goal: helping you understand GMAP exposure before it becomes an audit, assessment, or processing issue.

01

### The new GMAP framework

Understand how Mastercard is changing fraud and dispute monitoring.

02

### Merchant and acquirer thresholds

Learn how new merchant-level and acquirer-level categories may affect your risk exposure.

03

### QMAP enhancements

See how the investigation track is becoming faster, broader, and more relevant to smaller-dollar activity.

04

### Audit and assessment mechanics

Understand what happens when an account or portfolio crosses a threshold.

05

### Readiness planning

Use the preview window to identify risk, request data, and build a prevention strategy before enforcement begins.

06

### Fraud Deflect’s role

See how upstream fraud prevention, issuer collaboration, alerts, and dispute resolution help reduce GMAP exposure before it becomes a reported problem.

[Download the Guide →](https://marketing.frauddeflect.com/gmapguide#download)

Choose the right resource

## Choose the GMAP Guide That Matches Your Role

GMAP affects merchants and acquirers differently. Select the guide that best fits your role, your risk exposure, and the decisions you need to make before the new standards take effect.

M

### For Merchants

A plain-English preparation guide for businesses that accept Mastercard payments and need to understand how GMAP may affect their fraud, dispute, and processing risk.

- Best for online businesses, subscription merchants, free-trial models, eCommerce teams, and PayFac sub-merchants.
- Understand HDM, EDM, fraud reporting, audits, fees, and how to reduce exposure before enforcement begins.
- Built for fraud teams, chargeback teams, payment leaders, and business managers responsible for keeping payments running.

A

### For Partners, Acquirers, Processors, PayFacs, and ISOs

A portfolio-level readiness guide for organizations responsible for merchant monitoring, risk, compliance, and acquirer exposure.

- Best for acquiring banks, processors, PayFacs, ISOs, risk leaders, compliance teams, and portfolio managers.
- Understand HDA, EDA, ICA-level exposure, merchant oversight, audits, assessments, and extensions.
- Built for teams that need to identify merchant-level risk before it becomes portfolio-level pressure.

### Not sure which guide to choose?

Use this quick comparison to identify the right GMAP resource for your role.

|  | Merchant Guide | Partner / Acquirer Guide |
| --- | --- | --- |
| Best for | Businesses that accept card payments | Partners, banks, processors, PayFacs, ISOs, and portfolio managers |
| Main focus | Protecting your own business from fraud, disputes, audits, and processing risk | Managing merchant portfolios, ICA-level exposure, thresholds, audits, and assessments |
| Choose this if... | You want to understand how GMAP may impact your company directly | You want to understand how GMAP may impact the merchants or portfolio you manage |

[Download the Guide →](https://marketing.frauddeflect.com/gmapguide#download)

Why GMAP matters

## GMAP Is More Than a Chargeback Monitoring Update

GMAP introduces a broader way to evaluate fraud and dispute activity. It does not only look at chargebacks. It also considers fraud reported to Mastercard’s Fraud & Loss Database, which means risk can build before a traditional chargeback ever appears.

### Fraud and disputes are now connected

GMAP combines fraud and dispute activity into a more complete risk picture.

### Monitoring becomes more proactive

Merchants and portfolios can be reviewed monthly, with escalating consequences when thresholds are crossed.

### Preparation starts before enforcement

The strongest strategy is to understand your exposure early and reduce the fraud and disputes that create GMAP risk.

[Download the Guide →](https://marketing.frauddeflect.com/gmapguide#download)

The Fraud Deflect Difference

> GMAP rewards prevention — not cleanup.

Why Fraud Deflect

## Move Upstream Before Fraud and Disputes Become GMAP Exposure

Once fraud or disputes are reported, the number may already be working against you. Fraud Deflect helps merchants and acquirers move upstream by preventing fraudulent transactions before they process, resolving disputes before they become chargebacks, and improving visibility into the metrics that matter.

01

### Stop fraud before it reaches the FLD

Fraud Deflect helps identify and block high-risk activity before it becomes reported fraud.

02

### Resolve disputes before chargebacks

Issuer collaboration and dispute-resolution tools help reduce the activity that feeds monitoring thresholds.

03

### Protect accounts and portfolios

Whether you are protecting one merchant account or managing portfolio exposure, the goal is the same: reduce the fraud and disputes that drive GMAP risk.

[Download the Guide →](https://marketing.frauddeflect.com/gmapguide#download)

FAQ

## GMAP Guide Download FAQs

### Which guide should I download?

If you accept card payments as a business, choose the Merchant Guide. If you manage merchant portfolios, processing relationships, risk, or compliance exposure, choose the Partner / Acquirer Guide. If both apply, complete the form once for each guide.

### Can I download both guides?

Yes. To access both guides, please complete the form once for the Merchant Guide and submit it again for the Partner / Acquirer Guide. Each registration helps us send the right resource based on your selected role.

### Is this resource free?

Yes. The GMAP readiness guides are free to download after form submission.

### Can Fraud Deflect help us assess GMAP exposure?

Yes. Fraud Deflect can help review fraud and dispute exposure, identify risk areas, and build a prevention strategy before GMAP enforcement begins.

[Download the Guide →](https://marketing.frauddeflect.com/gmapguide#download)

Download the Guides

## Get the GMAP Guide Built for Your Role

Tell us which guide you need and we will send the right resource. To download both guides, submit the form once for each selected role.

Merchant Guide Partner / Acquirer Guide

### Download your GMAP guide

Complete the form below and choose the guide that matches your role.

Get ahead of GMAP

## Prepare Before April 1, 2027

Download the GMAP guide that fits your role and start preparing before the new standards take effect.

[Download the Guide →](https://marketing.frauddeflect.com/gmapguide#download)

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