---
title: How to Create an Effective Warranty Fraud Detection Process
description: Read how warranty fraud detection with advanced analytics and automatic entitlement checks significantly impact warranty claims costs and product quality.
image: https://www.deteringconsulting.com/hubfs/warranty%20fraud%20detection%20header.jpg
---

![Warranty Fraud Detection](https://www.deteringconsulting.com/hubfs/warranty%20fraud%20detection%20header.jpg)

# How to Create an Effective Warranty Fraud Detection Process

By some measures, [up to 10% of warranty costs](https://www.warrantyweek.com/archive/ww20190620.html) are fraudulent. Although this seems high, this estimate includes fraud by customers, [authorized service providers (ASPs)](https://www.deteringconsulting.com/blog/sap-warranty-processing-dealer-portal), and [dealers](https://www.deteringconsulting.com/blog/11-things-you-should-know-about-revolutionary-sap-vms-vehicle-management-system). A [warranty fraud](https://www.deteringconsulting.com/sap-acs-warranty-claims-management) scheme might have been difficult to detect in the past. Individual auditors would have examined [service and parts records](https://www.deteringconsulting.com/blog/top-11-things-you-did-not-know-about-sap-rma-returns) and compared them against filed [warranty claims](https://www.deteringconsulting.com/sap-warranty-mindmap).

![warranty fraud detection inset](https://www.deteringconsulting.com/hs-fs/hubfs/warranty%20fraud%20detection%20inset.jpg?width=767&name=warranty%20fraud%20detection%20inset.jpg)

However, [warranty process automation](https://www.deteringconsulting.com/sap-acs-quick-scan-assessment-service) and [data analytics](https://www.deteringconsulting.com/blog/warranty-cost-calculator) have enabled manufacturers to detect [warranty](https://www.deteringconsulting.com/blog/how-sap-can-simplify-your-vehicle-fleet-management) abuse with far fewer [auditors](https://www.deteringconsulting.com/sap-consulting-focus-areas) than in the past. Learn how software like the [SAP ACS Warranty Management](https://www.sap.com/documents/2017/06/0634a3c7-bf7c-0010-82c7-eda71af511fa.html) solution can help your business develop a warranty fraud detection system.

## What is a Warranty Fraud?

To understand warranty fraud, a brief background of [warranty claims](https://www.deteringconsulting.com/blog/11-best-ways-to-improve-sap-claims-management-processes) is needed. Warranties are terms of a contracts that accompany the sale of most products. Under a [warranty](https://www.deteringconsulting.com/blog/how-to-design-your-product-hierarchy-in-sap), a manufacturer agrees to [repair or replace a defective product](https://www.deteringconsulting.com/blog/how-to-use-sap-service-parts-planning-for-automotive-parts-replenishment), subject to certain limitations. Often, limitations are directed to time or usage – a 90-day warranty or 50,000-mile warranty, for example.

[Warranties](https://www.deteringconsulting.com/blog/imro-induction-workbench) may also be limited to certain types of defects and may exclude damage caused by misuse. For example, a “bumper-to-bumper” vehicle warranty might exclude light bulbs, filters, brake pads, and other parts intended to be replaced. Similarly, a vehicle warranty might provide a new radiator if the original radiator had a leak due to a defect, but not due to a crash.

### Forms of Warranty Fraud

This background exposes some obvious warranty exploits. Customers and [service centers](https://www.deteringconsulting.com/blog/your-ultimate-guide-to-sap-s/4hana-service-contract-management) have a wide range of fraud schemes for taking advantage of warranty repairs, including:

- **Duplicate claims**: A service center submits duplicate claim for the same VIN or equipment inadvertently.
- [**False claims**](https://www.deteringconsulting.com/blog/11-secret-ways-you-can-use-warranties-in-your-unique-value-proposition): A service center creates a false claim for a non-existent product.
- **False defect**: A service center colludes with a customer to submit a [warranty claim](https://www.deteringconsulting.com/blog/how-to-perform-a-warranty-entitlement-check) for a covered defect when, in fact, the actual defect is not covered by the manufacturer warranty.
- **False date**: A customer and service center collude to submit a back-dated warranty claim to fall within the warranty period.
- **False reason**: A customer or service center conceals the reason a [part failed](https://www.deteringconsulting.com/blog/how-to-effectively-manage-a-product-recall) so that the repair can be authorized under the warranty coverage.
- **Pre-replacement of parts**: A service center and customer file a warranty claim to repair a part that has not yet failed.

### Who Benefits from Warranty Fraud?

When a [warranty claim](https://www.deteringconsulting.com/blog/how-we-solved-the-standalone-supplier-recover-process) is approved by a manufacturer, the manufacturer sends a replacement part, at the manufacturer’s expense, to the service center. The manufacturer also reimburses the service center for the labor to perform the [warranty repair](https://www.deteringconsulting.com/blog/daily-warranty-claim-processing-routines).

A fraudulent warranty claim, therefore, pays the service center for repairs that either did not occur or was performed for a different defect. Moreover, the customer or the service center receives a spare part that can be either held or sold.

## How Does Warranty Fraud Detection Work?

Warranty fraud detection is undertaken by the manufacturer to ensure that it is only covering legitimate [warranty claims entitlements](https://www.deteringconsulting.com/sap-consulting-services/sap-warranty-claim-management-solution). Warranty checking usually includes three steps:

- [**Warranty entitlement check**](https://www.deteringconsulting.com/blog/how-to-define-and-manage-entitlements-in-sap-service-contracts-better): The manufacturer checks to see if the product is under warranty and whether the repair falls within the warranty’s scope and term.
- **Defect check**: Documentation of the defect is checked to verify that the defect exists.
- **Fraud detection**: The warranty claim is compared to other claims from the customer and service center to look for suspect claims.

These steps can be conducted manually or automatically.

## Is Manual Warranty Checking Effective Enough?

Customers and service centers engage in this type of fraud because the way [warranty claims](https://www.deteringconsulting.com/blog/how-to-master-the-claim-complaint-cause-correction-loop) are processed. A warranty claim from a service center is first checked against the customer records and warranty limits. When handled manually, this process can often allow claims that should be stopped just because details are missed.

However, these manual checks are even less effective when the claim includes fraudulent warranty data. For example, if the claim is backdated to fall within the warranty term, the claim will look legitimate during a manual check that may process the claim days or weeks after the repair was already completed.

More importantly, manual checks for fraud detection are limited in their ability to find patterns in the data that would only become obvious when looking at a large volume of claims data over time. For example, a dealership or service center may process hundreds of warranty repairs per year, with fraudulent claims numbering less than one hundred.

## How to Prevent Warranty Fraud with SAP ACS Warranty Management Solution

Warranty claims can also be checked automatically using [rules-based algorithms](https://www.deteringconsulting.com/blog/how-the-vsr-engine-helps-you-manage-claims-complexity) that check for warranty entitlement. For example, the [SAP ACS Warranty Management solution](https://www.deteringconsulting.com/blog/how-to-justify-sap-warranty-management-interactive-calculator-2) provides a dealer portal to submit warranty claims and manage the claims process. The service center inputs data into a form to identify the product and the nature of the defect.

### Find and Compare Product and Customer Information

From the start, the SAP ACS Warranty Management solution is tailored for detecting anomalies. When the service center enters a part serial number or customer record, the system can compare the information against SAP’s master database to ensure that the part and customer exist. If the part or customer does not exist, or the part and customer are not tied to each other in the database, additional information may be required before approval.

Because the dealer portal operates in real time, backdating of warranty claims is not possible. This means that warranty claims that are time-barred from warranty service cannot be approved. Moreover, the dealer portal requires documentation of the defect. If the defect is not documented, the service center can be required to supply additional information.

### Use Advanced [Warranty Analytics](https://www.deteringconsulting.com/blog/sap-warranty-analytics-benefits) for Warranty Fraud Detection

Beyond checking for warranty entitlement, [warranty analytics](https://www.deteringconsulting.com/blog/sap-warranty-analytics) can be used to identify long-term patterns in a service center’s or customer’s warranty claims. These patterns can identify anomalies that may indicate warranty fraud.

For example, if one service center or dealership conducts many more fuel pump repairs than other service centers, it may indicate a systemic problem with fuel pumps or warranty fraud. Similarly, if a service center repairs newer compressors just as frequently as it repairs older compressors, the newer compressors might be defective, or the service center is defrauding the manufacturer.

This process of detecting warranty fraud is facilitated by SAP ACS Warranty Management. The dealer portal collects warranty data to be analyzed using the standard SAP data visualizations to set a benchmark and identify anomalies. Thus, you can easily check suspicious warranty claims from service centers experiencing product failure rates much greater than the rate observed generally.  When those analytics are combined with structured [warranty and supplier cost recovery consulting](https://www.deteringconsulting.com/cost-recovery-consulting-for-sap-supplier-recovery), you can not only flag suspicious claims but also pursue recoveries and internal chargebacks in a consistent, defensible way.

## Keep Your Business Running with a Warranty Fraud Detection Solution

Warranty fraud does not just save your business money in fraudulent repairs and replacement parts. Eliminating warranty fraud makes your warranty processing more efficient. Targeted [cost recovery consulting](https://www.deteringconsulting.com/cost-recovery-consulting-for-sap-supplier-recovery) then uses this cleaner, fraud-free view of your data to [recover more from suppliers and reduce warranty leakage](https://www.deteringconsulting.com/cost-recovery-consulting-for-sap-supplier-recovery) that was previously hidden inside noise and abuse. Further, without fraudulent claims distorting your statistics, you will be able to focus on failures that truly are occurring, thereby improving product quality.

***[Contact us](https://www.deteringconsulting.com/sap-consulting) for more information about [implementing and using SAP ACS Warranty Management](https://www.deteringconsulting.com/blog/how-to-calculate-an-sap-acs-warranty-project-payback) for warranty fraud detection.  We also help manufacturers extend these fraud detection capabilities into [SAP‑driven supplier recovery and cost recovery programs](https://www.deteringconsulting.com/cost-recovery-consulting-for-sap-supplier-recovery) that tie fraud flags, claim decisions, and supplier negotiations directly to financial outcomes.***

[***![warranty fraud detection CTA](https://www.deteringconsulting.com/hs-fs/hubfs/warranty%20fraud%20detection%20CTA.jpg?width=767&name=warranty%20fraud%20detection%20CTA.jpg)***](https://www.deteringconsulting.com/sap-consulting)

 

Topics from this blog:

[ACS](https://www.deteringconsulting.com/blog/topic/acs) [warranty fraud](https://www.deteringconsulting.com/blog/topic/warranty-fraud)

 Like What You Read? Please Share This Post on Your Social Media Accounts

<https://www.facebook.com/share.php?u=https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process> <https://twitter.com/intent/tweet?text=https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process> <https://www.linkedin.com/shareArticle?url=https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process> [mailto:info@deteringconsulting.com](mailto:info@deteringconsulting.com)

### Soren Detering

My name is Soren. I am the founder of Detering Consulting. I began the company in 2003 because I wanted to provide more value for SAP customers. I knew that many of them were missing out on all the great benefits that could be obtained from the software. Before establishing Detering Consulting, I completed my education by obtaining a Master’s in Computer Science. After that, I worked at SAP in Germany and SAP Labs in North America for 10 years. My extensive background in solution management, project planning and -management, implementation services and leadership includes experience in: Automotive, A&D, High Tech, Medical Equipment, and Manufacturing Industries.   
 Me and my teams have successfully assisted many customers with their SAP ERP software, completed several full life cycle implementation projects, and carried out over 30 projects in SAP ECC and S/4 Hana. My experience has given me the unique ability to scope out ERP solutions in a very short amount of time. I have a knack for finding untapped money-making opportunities and discovering areas where customers could be saving money. I currently live and work in Palo Alto, CA just 10 minutes away from the SAP office. I dedicate myself to helping our clients with our SAP consulting services. In my spare time, I enjoy sailing, kickboxing, and spending time with my family and our two Taiwanese Mountain dogs.

[View All Articles by Soren Detering](https://www.deteringconsulting.com/blog/author/soren-detering)

 Have a Comment or a Question? Please Use The Form Below to Tell Us What You Think About This Blog Post

## Detering Consulting Blog

Subscribe to our blog and receive updates about SAP Consulting, Warranty Management, Service Contract Management, Analytics and SAP Consulting Best Practices and ideas delivered right to your email.

<https://www.facebook.com/share.php?u=https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process> <https://twitter.com/intent/tweet?text=https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process> <https://www.linkedin.com/shareArticle?url=https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process> [mailto:info@deteringconsulting.com](mailto:info@deteringconsulting.com)

![](https://dc.ads.linkedin.com/collect/?pid=296796&fmt=gif)

```json
{
  "@context": "https://schema.org",
  "@graph": [

    /* ---------- WebPage (canonical page node) ---------- */
    {
      "@type": "WebPage",
      "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#webpage",
      "url": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process",
      "name": "How to Create an Effective Warranty Fraud Detection Process",
      "description": "Read how warranty fraud detection with advanced analytics and automatic entitlement checks significantly impact warranty claims costs and product quality.",
      "isPartOf": { "@id": "https://www.deteringconsulting.com/#website" },
      "breadcrumb": { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#breadcrumbs" },
      "mainEntity": { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#blogposting" }
    },

    /* ---------- BlogPosting (auto-generated article) ---------- */
    {
      "@type": "BlogPosting",
      "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#blogposting",
      "mainEntityOfPage": { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#webpage" },
      "headline": "How to Create an Effective Warranty Fraud Detection Process",
      "image": {
        "@type": "ImageObject",
        "url": "https://www.deteringconsulting.com/hubfs/warranty%20fraud%20detection%20header.jpg"
      },
      "datePublished": "2020-06-04 15:00:00",
      "dateModified": "2026-03-20T18:47:13",
      "author": { "@id": "https://www.deteringconsulting.com/#person-author" },
      "publisher": { "@id": "https://www.deteringconsulting.com/#org" },
      "description": "Read how warranty fraud detection with advanced analytics and automatic entitlement checks significantly impact warranty claims costs and product quality."
    },

    /* ---------- Person (author shell; keeps your existing behavior) ---------- */
    {
      "@type": "Person",
      "@id": "https://www.deteringconsulting.com/#person-author",
      "name": "Soren Detering"
    },

    /* ---------- WebSite ---------- */
    {
      "@type": "WebSite",
      "@id": "https://www.deteringconsulting.com/#website",
      "url": "https://www.deteringconsulting.com/",
      "name": "Detering Consulting",
      "publisher": { "@id": "https://www.deteringconsulting.com/#org" },
      "hasPart": { "@id": "https://www.deteringconsulting.com/#sitenav" }
    },

    /* ---------- Organization (publisher) ---------- */
    {
      "@type": "Organization",
      "@id": "https://www.deteringconsulting.com/#org",
      "name": "Detering Consulting",
      "url": "https://www.deteringconsulting.com/",
      "logo": {
        "@type": "ImageObject",
        "url": "https://www.deteringconsulting.com/hubfs/Detering%20Consulting_800px-1.png"
      }
    },

    /* ---------- Breadcrumbs (simple: Home → Blog → Current) ---------- */
    {
      "@type": "BreadcrumbList",
      "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#breadcrumbs",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Home",
          "item": "https://www.deteringconsulting.com/"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "Blog",
          "item": "https://www.deteringconsulting.com/blog/"
        },
        {
          "@type": "ListItem",
          "position": 3,
          "name": "How to Create an Effective Warranty Fraud Detection Process",
          "item": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process"
        }
      ]
    },

    /* ---------- SiteNavigationElement (integration hook; items optional) ---------- */
    {
      "@type": "SiteNavigationElement",
      "@id": "https://www.deteringconsulting.com/#sitenav",
      "name": "Primary navigation"
      /* Optionally, you can add:
         "url": "https://www.deteringconsulting.com/",
         "about": [...],
         or model a nav ItemList if you have structured menu data. */
    }
  ]
}
```

```json
{
  "@context": "https://schema.org",
  "@graph": [

    /* ---------------- WebPage ---------------- */
    {
      "@type": "WebPage",
      "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#webpage",
      "url": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process",
      "name": "How to Create an Effective Warranty Fraud Detection Process",
      "headline": "How to Create an Effective Warranty Fraud Detection Process",
      "description": "Learn how to create an effective warranty fraud detection process using SAP ACS Warranty Management. Discover key steps, best practices, and tools for detecting and preventing warranty fraud.",
      "inLanguage": "en",
      "isPartOf": { "@id": "https://www.deteringconsulting.com/#website" },
      "breadcrumb": { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#breadcrumbs" },
      "mainEntity": [
        { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#blogposting" },
        { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#itemlist" },
        { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#howto" },
        { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#faqpage" }
      ]
    },

    /* --------------- BlogPosting -------------- */
    {
      "@type": "BlogPosting",
      "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#blogposting",
      "mainEntityOfPage": { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#webpage" },
      "isPartOf": { "@id": "https://www.deteringconsulting.com/#website" },
      "url": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process",
      "headline": "How to Create an Effective Warranty Fraud Detection Process",
      "name": "How to Create an Effective Warranty Fraud Detection Process",
      "description": "In this blog post, we explore how to create an effective warranty fraud detection process using SAP ACS Warranty Management. By implementing a robust fraud detection system, businesses can protect themselves from fraudulent claims, reduce costs, and maintain the integrity of their warranty management processes.",
      "inLanguage": "en",
      "datePublished": "2024-07-20T00:00:00",
      "dateModified": "2024-07-20T00:00:00",
      "author": { "@id": "https://www.deteringconsulting.com/#person-soren-detering" },
      "publisher": { "@id": "https://www.deteringconsulting.com/#org" },
      "about": [
        { "@type": "Thing", "name": "Warranty Fraud Detection", "sameAs": "https://en.wikipedia.org/wiki/Fraud_detection" },
        { "@type": "Thing", "name": "SAP ACS", "sameAs": "https://en.wikipedia.org/wiki/SAP_SE" },
        { "@type": "Thing", "name": "Warranty Management", "sameAs": "https://en.wikipedia.org/wiki/Warranty_management" }
      ],
      "mentions": [
        { "@type": "Thing", "name": "Fraud Prevention", "sameAs": "https://en.wikipedia.org/wiki/Fraud_prevention" },
        { "@type": "Thing", "name": "Detection Tools", "sameAs": "https://en.wikipedia.org/wiki/Software_tool" },
        { "@type": "Thing", "name": "Case Studies", "sameAs": "https://en.wikipedia.org/wiki/Case_study" }
      ],
      "potentialAction": {
        "@type": "ViewAction",
        "name": "Contact Us for More Information About Using SAP ACS Warranty Management for Warranty Fraud Detection",
        "target": {
          "@type": "EntryPoint",
          "urlTemplate": "https://www.deteringconsulting.com/sap-consulting-contact-us-detering-consulting",
          "actionPlatform": [
            "http://schema.org/DesktopWebPlatform",
            "http://schema.org/MobileWebPlatform"
          ]
        }
      },
      "audience": {
        "@type": "Audience",
        "audienceType": "CIOs, Warranty Managers, Compliance Officers, SAP Users",
        "description": "For leaders and practitioners seeking to enhance fraud detection processes using SAP ACS Warranty Management."
      }
    },

    /* ---------------- ItemList ---------------- */
    {
      "@type": "ItemList",
      "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#itemlist",
      "name": "What this guide covers",
      "mainEntityOfPage": { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#webpage" },
      "itemListOrder": "http://schema.org/ItemListOrderAscending",
      "numberOfItems": 5,
      "itemListElement": [
        { "@type": "ListItem", "position": 1, "name": "Understanding Warranty Fraud", "description": "Types of fraud and business impact." },
        { "@type": "ListItem", "position": 2, "name": "Key Steps in Fraud Detection", "description": "Core building blocks of an effective program." },
        { "@type": "ListItem", "position": 3, "name": "Best Practices for Prevention", "description": "Organizational and technical controls to reduce risk." },
        { "@type": "ListItem", "position": 4, "name": "Using SAP ACS for Detection", "description": "How ACS capabilities support rules, workflows, and analytics." },
        { "@type": "ListItem", "position": 5, "name": "Case Studies", "description": "Examples of successful fraud detection implementations." }
      ]
    },

    /* ----------------- HowTo ------------------ */
    {
      "@type": "HowTo",
      "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#howto",
      "name": "How to stand up a warranty fraud detection process",
      "mainEntityOfPage": { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#webpage" },
      "step": [
        { "@type": "HowToStep", "position": 1, "name": "Baseline data sources", "text": "Inventory claims, service orders, parts, dealers, customers, and warranty master data; determine refresh cadence." },
        { "@type": "HowToStep", "position": 2, "name": "Define fraud indicators", "text": "Create rules/thresholds for anomalies (e.g., high claim frequency, parts misuse, outside entitlement, duplicate submissions)." },
        { "@type": "HowToStep", "position": 3, "name": "Configure detection in SAP ACS", "text": "Implement validations, VSR checks, scoring, and automated flags; route to investigative queues." },
        { "@type": "HowToStep", "position": 4, "name": "Operationalize investigation", "text": "Assign ownership, set SLAs, document outcomes, and enable audit trails and evidence capture." },
        { "@type": "HowToStep", "position": 5, "name": "Measure & iterate", "text": "Track precision/recall, false positive rate, recovery value, and cycle time; tune rules and models." }
      ]
    },

    /* ---------------- FAQPage ----------------- */
    {
      "@type": "FAQPage",
      "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#faqpage",
      "mainEntityOfPage": { "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#webpage" },
      "mainEntity": [
        {
          "@type": "Question",
          "name": "What is warranty fraud?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Any intentional misrepresentation to obtain warranty benefits, such as inflated labor hours, parts misuse, duplicate claims, or claims outside entitlement."
          }
        },
        {
          "@type": "Question",
          "name": "How does SAP ACS help detect fraud?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "ACS supports configurable validations, rule-based checks, workflow routing, and analytics to flag suspicious claims for review."
          }
        },
        {
          "@type": "Question",
          "name": "Which data should we start with?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Start with claims history, parts usage, customer and dealer master data, entitlement, and service operations; add telemetry or IoT where available."
          }
        }
      ]
    },

    /* ---------------- Identity & Site ---------------- */
    {
      "@type": "Person",
      "@id": "https://www.deteringconsulting.com/#person-soren-detering",
      "name": "Soren Detering",
      "url": "https://www.deteringconsulting.com/",
      "worksFor": { "@id": "https://www.deteringconsulting.com/#org" }
    },
    {
      "@type": "Organization",
      "@id": "https://www.deteringconsulting.com/#org",
      "name": "Detering Consulting",
      "url": "https://www.deteringconsulting.com/",
      "logo": {
        "@type": "ImageObject",
        "url": "https://www.deteringconsulting.com/images/logo.png"
      }
    },
    {
      "@type": "WebSite",
      "@id": "https://www.deteringconsulting.com/#website",
      "url": "https://www.deteringconsulting.com/",
      "name": "Detering Consulting",
      "publisher": { "@id": "https://www.deteringconsulting.com/#org" },
      "inLanguage": "en"
    },

    /* ---------------- Breadcrumbs ---------------- */
    {
      "@type": "BreadcrumbList",
      "@id": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process#breadcrumbs",
      "itemListElement": [
        { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://www.deteringconsulting.com/" },
        { "@type": "ListItem", "position": 2, "name": "Blog", "item": "https://www.deteringconsulting.com/blog/" },
        { "@type": "ListItem", "position": 3, "name": "How to Create an Effective Warranty Fraud Detection Process", "item": "https://www.deteringconsulting.com/blog/how-to-create-an-effective-warranty-fraud-detection-process" }
      ]
    }
  ]
}
```