Sony Pixel Power calrec Sony

How AI Helps Fight Fraud in Financial Services, Healthcare, Government and More

22/01/2025

Companies and organizations are increasingly using AI to protect their customers and thwart the efforts of fraudsters around the world.

Voice security company Hiya found that 550 million scam calls were placed per week in 2023, with INTERPOL estimating that scammers stole $1 trillion from victims that same year. In the U.S., one of four noncontact-list calls were flagged as suspected spam, with fraudsters often luring people into Venmo-related or extended warranty scams.

Traditional methods of fraud detection include rules-based systems, statistical modeling and manual reviews. These methods have struggled to scale to the growing volume of fraud in the digital era without sacrificing speed and accuracy. For instance, rules-based systems often have high false-positive rates, statistical modeling can be time-consuming and resource-intensive, and manual reviews can't scale rapidly enough.

In addition, traditional data science workflows lack the infrastructure required to analyze the volumes of data involved in fraud detection, leading to slower processing times and limiting real-time analysis and detection.

Plus, fraudsters themselves can use large language models (LLMs) and other AI tools to trick victims into investing in scams, giving up their bank credentials or buying cryptocurrency.

But AI - coupled with accelerated computing systems- can be used to check AI and help mitigate all of these issues.

Businesses that integrate robust AI fraud detection tools have seen up to a 40% improvement in fraud detection accuracy - helping reduce financial and reputational damage to institutions.

These technologies offer robust infrastructure and solutions for analyzing vast amounts of transactional data and can quickly and efficiently recognize fraud patterns and identify abnormal behaviors.

AI-powered fraud detection solutions provide higher detection accuracy by looking at the whole picture instead of individual transactions, catching fraud patterns that traditional methods might overlook. AI can also help reduce false positives, tapping into quality data to provide context about what constitutes a legitimate transaction. And, importantly, AI and accelerated computing provide better scalability, capable of handling massive data networks to detect fraud in real time.

How Financial Institutions Use AI to Detect Fraud Financial services and banking are the front lines of the battle against fraud such as identity theft, account takeover, false or illegal transactions, and check scams. Financial losses worldwide from credit card transaction fraud are expected to reach $43 billion by 2026.

AI is helping enhance security and address the challenge of escalating fraud incidents.

Banks and other financial service institutions can tap into NVIDIA technologies to combat fraud. For example, the NVIDIA RAPIDS Accelerator for Apache Spark enables faster data processing to handle massive volumes of transaction data. Banks and financial service institutions can also use the new NVIDIA AI workflow for fraud detection - harnessing AI tools like XGBoost and graph neural networks (GNNs) with NVIDIA RAPIDS, NVIDIA Triton and NVIDIA Morpheus - to detect fraud and reduce false positives.

BNY improved fraud detection accuracy by 20% using NVIDIA DGX systems. PayPal improved real-time fraud detection by 10% running on NVIDIA GPU-powered inference, while lowering server capacity by nearly 8x. And Swedbank trained generative adversarial networks on NVIDIA GPUs to detect suspicious activities.

US Federal Agencies Fight Fraud With AI The United States Government Accountability Office estimates that the government loses up to $521 billion annually due to fraud, based on an analysis of fiscal years 2018 to 2022. Tax fraud, check fraud and improper payments to contractors, in addition to improper payments under the Social Security and Medicare programs have become a massive drag on the government's finances.

While some of this fraud was inflated by the recent pandemic, finding new ways to combat fraud has become a strategic imperative. As such, federal agencies have turned to AI and accelerated computing to improve fraud detection and prevent improper payments.

For example, the U.S. Treasury Department began using machine learning in late 2022 to analyze its trove of data and mitigate check fraud. The department estimated that AI helped officials prevent or recover more than $4 billion in fraud in fiscal year 2024.

Along with the Treasury Department, agencies such as the Internal Revenue Service have looked to AI and machine learning to close the tax gap - including tax fraud - which was estimated at $606 billion in tax year 2022. The IRS has explored the use of NVIDIA's accelerated data science frameworks such as RAPIDS and Morpheus to identify anomalous patterns in taxpayer records, data access and common vulnerability and exposures. LLMs combined with retrieval-augmented generation and RAPIDS have also been used to highlight records that may not be in alignment with policies.

How AI Can Help Healthcare Stem Potential Fraud According to the U.S. Department of Justice, healthcare fraud, waste and abuse may account for as much as 10% of all healthcare expenditures. Other estimates have deemed that percentage closer to 3%. Medicare and Medicaid fraud could be near $100 billion. Regardless, healthcare fraud is a problem worth hundreds of billions of dollars.

The additional challenge with healthcare fraud is that it can come from all directions. Unlike the IRS or the financial services industry, the healthcare industry is a fragmented ecosystem of hospital systems, insurance companies, pharmaceutical companies, independent medical or dental practices, and more. Fraud can occur at both provider and patient levels, putting pressure on the entire system.

Common types of potential healthcare fraud include:
LINK: https://blogs.nvidia.com/blog/how-ai-helps-fight-fraud/...
See more stories from nvidia

Most recent headlines

05/01/2027

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be demoed at CES 2026

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...

01/06/2026

Dolby Sets the New Standard for Premium Entertainment at CES 2026

January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026 Throughout the week, Dolby brings to life the latest innovatio...

02/05/2026

Dalet Flex LTS Delivers Smarter Search, Faster Editing, and an AI-Ready Foundation for Modern Media

Dalet, a leading technology and service provider for media-rich organizations, t...

01/05/2026

NBCUniversal's Peacock to Be First Streamer to Integrate Dolby's Full Suite of Premium Picture and Sound Innovations

January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...

01/04/2026

DOLBY AND DOUYIN EMPOWER THE NEXT GENERATON OF CREATORS WITH DOLBY VISION

January 4 2026, 18:00 (PST) DOLBY AND DOUYIN EMPOWER THE NEXT GENERATON OF CREATORS WITH DOLBY VISION Douyin Users Can Now Create And Share Videos With Stun...

05/03/2026

Clear-Com Supplies Cloud-Based Communications System for...

Clear-Com has provided Gen-IC virtual intercom, its cloud-based voice communications system for SaxaVord Spaceport, the first fully licensed vertical launch s...

05/03/2026

Hollywood Professional Association Concludes the 2026 HPA...

The Hollywood Professional Association (HPA) concluded the 2026 HPA Tech Retreat, convening more than 800 industry leaders, technologists, creatives and executi...

05/03/2026

LynTec 20 AMP Dual Output DMX Relay Now Shipping

LynTec, a leading manufacturer of electrical power control solutions for professional audio, video, and lighting systems, today announced that its new Dual DMX ...

05/03/2026

Snicket Labs Partners with ES Broadcast to Expand Access...

Snicket Labs is pleased to announce a new distribution partnership with ES Broadcast for its award winning solutions, Match and Enrich. Under the agreement, ES...

05/03/2026

LiveU Marks First Large Scale Global Deployment of AI Dri...

LiveU today announced the first large-scale deployment of its AI-driven LiveU IQ (LIQ ) technology at a global, multi-venue sporting event, setting a new benchm...

05/03/2026

March Into the Cloud With 15 New Games Coming to GeForce NOW

March is in full bloom, and that means a fresh wave of games heading to the cloud. 15 new titles are joining the GeForce NOW library this month. Leading the Ma...

04/03/2026

Lega Basket Serie A Modernizes Media Operations Across Italian Basketball with ScorePlay

Lega Basket Serie A (LBA), the governing body for Italy's premier basketball...

04/03/2026

To Mark Five Years at Wrexham AFC, Co-Chairmen Rob Mac and Ryan Reynolds Will Host Broadcast During Wrexham-Swansea City on March 13

Wrexham AFC co-chairmen Rob Mac and Ryan Reynolds will host a first-of-its-kind ...

04/03/2026

FOX Sports Marks 100 Days to FIFA World Cup 2026 with Company-Wide Celebration

The countdown is underway and with just 100 days to go until the world's greatest sporting event begins on Thurs., June 11, FOX Sports, America's Englis...

04/03/2026

Exchange, NBCUniversal Team Up to Provide Service Members with Free Streaming of Paralympic Winter Games

No matter where they are in the world, service members and veterans can stream N...

04/03/2026

Telemundo Releases Somos Ms, the Official Anthem of its FIFA World Cup 2026 Coverage

Telemundo officially releases Somos M s, the anthem for the network's cove...

04/03/2026

Hollywood Professional Association Concludes 2026 HPA Tech Retreat

The Hollywood Professional Association (HPA) concluded the 2026 HPA Tech Retreat, convening more than 800 industry leaders, technologists, creatives, and execut...

04/03/2026

Case Study: How SEG+ Unified Utah's Biggest Sports Teams into a 40%+ Subscriber Growth Streaming Platform

Smith Entertainment Group transformed how local sports are consumed by creating ...

04/03/2026

SVG in Indy: Pacers Sports & Entertainment Remotely Produces Broadcasts of G League's Noblesville Boom

The production method, which spans a distance of 36.2 miles, was designed and im...

04/03/2026

Haivision Releases Seventh Annual Broadcast Transformation Report, Highlights Key Trends Shaping Live Production in 2026

Haivision, a global provider of mission-critical, real-time video networking and...

04/03/2026

SVG Sit-Down: Quantum CEO Hugues Meyrath on Reshaping the Company, the Impact of AI, Evolving Media Storage

When Hugues Meyrath came out of retirement to take the helm as CEO of Quantum, i...

04/03/2026

As Banana Ball Expands Exponentially, So Too Do Its Production Capabilities

Last week's launch of Banana Ball Championship League has spurred a significant upgrade of production facilities The Savannah Bananas, arguably the hottest...

04/03/2026

Press Release TEST

sldkfjsdlfkjsldkfjsldkjfslkdjfslkdjfsl Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus...

04/03/2026

Spotify A/Presenta Brings Fans Closer to Artists' Creative Process in Latin America, Starting With ROSALA

For many fans, a song's backstory can be just as compelling as the final pro...

04/03/2026

Spotify Kicks Off Our 20th Anniversary at SXSW With a Celebration of Artists, Creators, and Fans

In 2006, Spotify was founded on the belief that technology could bring artists a...

04/03/2026

Spotify and Coca-Cola Saddle Up for a Rhinestone Cowboy Experience at the Houston Rodeo

Spotify is back on the ground for the Houston Livestock Show and Rodeo, and we&#...

04/03/2026

Spotify Doubles Down on Investments in Australian Fan Discovery of Homegrown Aussie Talent

Spotify had an energizing week in Sydney, Australia, filled with powerful conver...

04/03/2026

FKA twigs and Jordan Hemingway Explore the Making of HARD' in Episode Two of Directed By'

Earlier this year, we launched Directed By, a documentary-style series that pull...

04/03/2026

100 Days to Go: SBS Unveils World Class Team for The Greatest Show on Earth -The FIFA World Cup 2026

100 Days to Go: SBS Unveils World Class Team for The Greatest Show on Earth -The...

04/03/2026

KT and Rohde & Schwarz to showcase AI-enhanced radio transmission performance

KT and Rohde & Schwarz to showcase AI-enhanced radio transmission performance In a joint 6G AI proof-of-concept demonstration, the CMX500 one-box tester from ...

04/03/2026

APTS Announces Public Broadcast Leadership, Advocacy Awards

Share Copy link Facebook X Linkedin Bluesky Email...

04/03/2026

SES publishes 2025 Annual Report

Luxembourg, 3 March 2026 - SES S.A. has today published its 2025 Annual Report, following the announcement of the company's full year financial results for ...

04/03/2026

NBC Sports, USA Sports Extend Rights Deal with PGA

Share Copy link Facebook X Linkedin Bluesky Email...

04/03/2026

Broadcasters Gather in DC for NAB State Leadership Conference

Share Copy link Facebook X Linkedin Bluesky Email...

04/03/2026

Transforming Africa's Future Farmers: Satellite-Enabled IoT Powers Data-Driven Agribusinesses

Luxembourg, March 3, 2026 - SES, a leading space solutions company, along with I...

04/03/2026

VEON Partners with GSMA Innovation Fund to Accelerate Digital Innovation in Pakistan and Bangladesh

04 Mar 2026 VEON Partners with GSMA Innovation Fund to Accelerate Digital Innov...

04/03/2026

VEON's Beeline Uzbekistan and Rakuten Symphony Partner for Open RAN, AI Collaboration

04 Mar 2026 VEON's Beeline Uzbekistan and Rakuten Symphony Partner for Open...

04/03/2026

Sky Sports unveils plans for 2026 Formula 1 coverage

Wednesday 4 March 2026 Sky Sports unveils plans for 2026 Formula 1 coverage Sky Sports is preparing for one of the most highly anticipated F1 seasons in recen...

04/03/2026

Bloodhounds' Season 2 Gears Up for April 3 Premiere with Hard-Hitting New Teaser and Poster

Back to All News Bloodhounds' Season 2 Gears Up for April 3 Premiere with ...

04/03/2026

Netflix Ads Suite Expands Capabilities

Back to All News Netflix Ads Suite Expands Capabilities Business 04 March 2026 GlobalUnited States Link copied to clipboard After launching the Netflix Ad...

04/03/2026

March 02, 2026

Scripps Research welcomes healthcare innovator Joe Kiani to the Board of Directors Kiani brings decades of experience in patient safety and public service. Mar...

04/03/2026

March 03, 2026

Nanoparticle vaccine approach takes on a new target: Hepatitis C virus Scripps Research scientists reengineer critical proteins on the surface of HCV, paving th...

03/03/2026

LIV Golf, Beyond Sports Elevate Online Gaming Ecosystem with Launch of LIV Golf Fantasy and LIV X

Beyond Sports, a Sony group company, and LIV Golf, the world's golf league, ...

03/03/2026

Ilitch Sports + Entertainment Announces Launch of Detroit SportsNet

Ilitch Sports + Entertainment announces the launch of Detroit SportsNet (DSN), a year-round broadcast home for two of Detroit's franchises. With flexible op...

03/03/2026

Advanced Systems Group Promotes Gretchen Taipale to Vice President, Managed Services

Advanced Systems Group, LLC (ASG), a technology and services provider for media ...

03/03/2026

PGA of America, NBC Sports, and USA Sports Extend Media Rights Agreement Through 2033

The PGA of America, NBC Sports and USA Sports extend their media rights agreemen...

03/03/2026

HONOR, ARRI Announce Technical Collaboration to Bring ARRI Image Science into Next-Gen Consumer Devices

AI device ecosystem company HONOR enters into a strategic technical collaboratio...

03/03/2026

Telos Alliance Partners with College Radio Foundation to Support College Broadcasters

Cleveland's Telos Alliance, pioneers in broadcast technology for 30 years, l...

03/03/2026

Sennheiser Relaunches MD 9235 Wireless Mic Head

The MD 9235 microphone head for wireless handhelds has been a firm favorite with many engineers and artists for its ability to cut through high on-stage levels ...