
3 Features Every Modern Anti-Fraud System Must Include
Marcin Nowak, board member at Decerto, has 20+ years in insurance, focusing on automation, technology impact and software solutions.
If we compare the insurance industry to the human body, sales would be the heart pumping blood, while claims management would function as the immune system. Without a proper response from the immune system, even the most efficient organs won't prevent the body from collapsing. It's the same in insurance—overreacting to claims can damage customer trust, and trust is the very foundation of this business. Insurance is essentially a promise: when something goes wrong, someone will be there to support you.
Unfortunately, some individuals try to exploit the system. That's why identifying fraudulent actors is crucial—not only to protect the company but also to safeguard honest customers from being affected.
As I've mentioned in previous articles, I'm a strong advocate of iterative improvement rather than turning everything upside down. There's no need to scrap your existing claims management system just because it's weak in fraud detection. You can successfully implement—or integrate—a dedicated solution that feeds fraud probability assessments into your current process for further review by human experts.
This approach aligns with modern IT architecture: leveraging specialized, best-in-class tools and orchestrating them to automate and optimize business processes. A modern, robust anti-fraud system should include AI-driven fraud detection, seamless integration with systems and business-controlled rules and scoring without IT intervention.
AI has matured to the point where it can be used effectively without building models from scratch. While custom models are still valuable, the real breakthrough is AI's ability to 'read' and 'understand' documents in a way that closely resembles human comprehension. It can analyze data in various formats, extract relevant information, recognize context and draw meaningful conclusions.
The first step in fraud detection and claim analysis should be document digitization and data extraction. Once the data is captured, inconsistencies can be flagged—these may indicate potential fraud. The next step is verifying that data against public and internal databases. For instance, if an invoice was issued by a company, the system should check whether that company exists and whether its address and identification numbers match public records.
A truly effective anti-fraud solution should easily integrate with other platforms—whether through out-of-the-box connectors or by enabling the rapid development of new ones. While some developer effort may be needed, the key questions are: How long will it take? How complex is the integration? Is it prone to errors? Having clear answers helps ensure smoother implementation.
Integration with public databases is also essential. In a recent client project, we applied a proprietary algorithm based on advanced matching logic to flag individuals or entities listed on sanction, watchlists or criminal databases. In practice, the system instantly compares customer data against international sources like the Dow Jones Watchlist. It can detect non-obvious similarities, such as variations in name spelling or transliterations—identifying potential matches within milliseconds.
This is perhaps the most critical feature of all. If every change to the fraud detection algorithm has to go through the IT department, you might wait several months before it's implemented. Not because IT is slow—but because they're managing many priorities, and releases are done in scheduled cycles.
Your fraud system should allow business users to create rules, assign weights and react quickly to emerging fraud patterns—without relying on IT for every adjustment.
Fraud detection cannot be a static process. It requires flexibility, speed and autonomy. Only a system designed with these principles can truly protect your organization, reduce losses and maintain trust with your honest customers.
Forbes Technology Council is an invitation-only community for world-class CIOs, CTOs and technology executives. Do I qualify?
Hashtags

Try Our AI Features
Explore what Daily8 AI can do for you:
Comments
No comments yet...
Related Articles


TechCrunch
11 minutes ago
- TechCrunch
Deezer starts labeling AI-generated music to tackle streaming fraud
Deezer announced on Friday that it will start labeling albums that include AI-generated tracks as part of its efforts to combat streaming fraud. The company reports that about 18% of the music uploaded each day — more than 20,000 tracks — is now fully AI-generated. Although most of these tracks don't go viral, Deezer says around 70% of their streams are fake and that they are designed to earn royalties fraudulently. To combat this, AI-generated tracks on Deezer are now clearly tagged. These tracks also won't appear in editorial playlists or algorithm-based recommendations, and fraudulent streams are being filtered out of royalty payments. The company says the new labels will be a game changer in helping listeners determine the difference between human-created music and AI content. Image Credits:Deezer Deezer notes that for now, AI-only songs make up just 0.5% of all streams on its platform, but that the trend is growing fast. 'We've detected a significant uptick in delivery of AI-generated music only in the past few months and we see no sign of it slowing down. It's an industry-wide issue, and we are committed to leading the way in increasing transparency by helping music fans identify which albums include AI music,' said Deezer CEO Alexis Lanternier in a press release. 'AI is not inherently good or bad, but we believe a responsible and transparent approach is key to building trust with our users and the music industry,' he continued. 'We are also clear in our commitment to safeguarding the rights of artists and songwriters at a time where copyright law is being put into question in favor of training AI models.' Techcrunch event Save $200+ on your TechCrunch All Stage pass Build smarter. Scale faster. Connect deeper. Join visionaries from Precursor Ventures, NEA, Index Ventures, Underscore VC, and beyond for a day packed with strategies, workshops, and meaningful connections. Save $200+ on your TechCrunch All Stage pass Build smarter. Scale faster. Connect deeper. Join visionaries from Precursor Ventures, NEA, Index Ventures, Underscore VC, and beyond for a day packed with strategies, workshops, and meaningful connections. Boston, MA | REGISTER NOW The move comes as Universal Music Group, Warner Music Group, and Sony Music Entertainment are reportedly in talks to license their work to AI startups Udio and Suno. The startups are being sued by the record companies for copyright infringement, and any deal would help to settle lawsuits between them, Bloomberg reported earlier this month.


Bloomberg
18 minutes ago
- Bloomberg
Spain's Indra Downplays Franco-German Sparring Over Fighter Jet
Indra Sistemas SA 's chairman sought to assuage doubts over Europe's next-generation fighter-jet program, after disagreements between partners Dassault Aviation SA and Airbus SE broke into the open this week. 'There are tensions regarding who does a little more or who does a little less. But the project is on track and is moving forward according to the plan,' Indra's Ángel Escribano said in an interview in Madrid. 'We would like it to be a little more smooth.'


Gizmodo
24 minutes ago
- Gizmodo
This 6-in-1 Anker Desktop Charger Costs About as Much as Going Out for Lunch
Get this 112W USB-C charging station designed to keep your workspace tidy and your devices powered for just $30. Tell me if this is you. You've got all your fancy gadgets, but only one measly outlet available. Deciding whether to juice up your phone or your laptop first—what a conundrum. Sure, you could plug one in and then trudge over to the next outlet across the room for the other, but that's just sheer madness. Who's got time for that nonsense? Save yourself the hassle and get a proper desktop that can handle all your devices at once. The Anker USB-C charging station is your knight in shining armor, boasting six ports and a fast-charging capability for your phone, tablet, and laptop. Normally priced at $46, but guess what? You can snag it for a sweet $30 right now, thanks to a 35% discount. That's a cool $16 that gets to stay in your wallet. See at Amazon This charging block doesn't discriminate—it's compatible with a wide array of devices. Samsung phone? Check. JBL earbuds? Check. Apple watch? Check. The Anker desktop charging station flaunts six charging ports: three USB-C and three USB-A. Using one USB-C port solo, it pumps out up to 30W of power. To put that more practically, a MacBook Air can go from zero for 50% in about one hour and 40 minutes. Your iPhone 16 Pro Max can get up to 50% in about a half hour. Up to 112W Total Output All the ports used together, you're looking at 112W across the six different ports. The USB-A ports range between 12W and 18W each while two of the USB-C ports art 20W. The last is the 30W max power USB-C port. Use that one when you only have one thing plugged in for maximum charging efficiency. This charging station is made for folks working at a desk with just too many different peripherals daisy chained together to stay charged. That's impractical. The Anker desktop charger has all six of its ports right in a row so you can manage your cables from your phone, laptop, and more all in one direction. It even comes with a silicone cable organizer to keep all your cables in line. hook it up along the side of your desk so you can run the lengthy cables out of sight and out of the way. No more tangled wires and no more cluttered desk. For a limited time, you can secure yourself one of these Anker desktop chargers for $16 off. It's discounted at Amazon right now by 35%, which brings the price down form $46 to just $30. See at Amazon