A poorly-architected fraud system doesn't just leak money, it actively drives away good customers ➡️ when you falsely decline a legitimate user, there's a 27% chance they will never return. The fix isn't just "better rules" but rather a complete architectural shift. A modern, 3-layer, pre-authorization stack is the only way to scale: 1️⃣ The front line: bot detection & device fingerprinting 2️⃣ The transaction: velocity checks & throttling 3️⃣ The brain: AI/ML models & custom rule engines This is the model we use. The result? Our average chargeback rate is 0.3%, less than half the 0.8% industry average. Keen to know more about our fraud detection? Link in comments👇
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Scams tied to tech brands, online shopping, and personal finance are all surging, and scammers are getting better at using trusted names to get people to click. We appreciate Anshel Sag and the Moor Insights & Strategy team for digging into McAfee’s new scam findings and why on-device AI matters for everyday consumers. The article also highlights how McAfee’s on-device AI helps stop these threats faster and more privately, detecting scam texts, emails, and even manipulated audio in videos right on your device. At McAfee, we’re focused on using good AI to fight bad AI and giving people simple tools that make staying safe a lot easier. https://mcafee.ly/48dEBwt
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"AI-generated receipts are getting better every day – but so is our AI. Its models have been trained on millions of receipts to recognize both legitimate and fake images. They work together like a layered defense system, because we know 𝘁𝗵𝗲𝗿𝗲’𝘀 𝗻𝗼 𝘀𝗶𝗻𝗴𝗹𝗲, 𝗳𝗼𝗼𝗹𝗽𝗿𝗼𝗼𝗳 𝘄𝗮𝘆 𝘁𝗼 𝗱𝗲𝘁𝗲𝗰𝘁 𝘁𝗵𝗲 𝗹𝗮𝘁𝗲𝘀𝘁 𝗔𝗜-𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗳𝗮𝗸𝗲𝘀." Kunal Verma, CTO and Co-founder, AppZen You could be spending your valuable time on strategic analysis, instead of manually screening receipts for AI-fakes. Or your current automation tools may be missing them entirely. Learn more about our multi-layered, AI-powered fraud detection models and request your free audit to see what you might be missing: https://okt.to/LrnuFb
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AI can equip bad actors with the ability to generate thousands of fake identities in minutes, overwhelming most platforms. Verisoul analyzes device signals and behavioral patterns in real time to stop fake account bots before they cause harm. This required fresh, inference-time data. With Chalk, Verisoul: 1/ Ships detection updates 10x faster 2/ Achieves 4x more accurate fraud detection 3/ Maintains full auditability for every decision "Our competitive edge hinges on the speed at which we analyze risk patterns and deploy updates. With Chalk, our iteration speed went from days to hours." — Raine Scott, Co-Founder Full customer story in comments!
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"AI-generated receipts are getting better every day – but so is our AI. Its models have been trained on millions of receipts to recognize both legitimate and fake images. They work together like a layered defense system, because we know 𝘁𝗵𝗲𝗿𝗲’𝘀 𝗻𝗼 𝘀𝗶𝗻𝗴𝗹𝗲, 𝗳𝗼𝗼𝗹𝗽𝗿𝗼𝗼𝗳 𝘄𝗮𝘆 𝘁𝗼 𝗱𝗲𝘁𝗲𝗰𝘁 𝘁𝗵𝗲 𝗹𝗮𝘁𝗲𝘀𝘁 𝗔𝗜-𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗳𝗮𝗸𝗲𝘀." Kunal Verma, CTO and Co-founder, AppZen You could be spending your valuable time on strategic analysis, instead of manually screening receipts for AI-fakes. Or your current automation tools may be missing them entirely. Learn more about our multi-layered, AI-powered fraud detection models and request your free audit to see what you might be missing: https://okt.to/lJfwO8
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"AI-generated receipts are getting better every day – but so is our AI. Its models have been trained on millions of receipts to recognize both legitimate and fake images. They work together like a layered defense system, because we know 𝘁𝗵𝗲𝗿𝗲’𝘀 𝗻𝗼 𝘀𝗶𝗻𝗴𝗹𝗲, 𝗳𝗼𝗼𝗹𝗽𝗿𝗼𝗼𝗳 𝘄𝗮𝘆 𝘁𝗼 𝗱𝗲𝘁𝗲𝗰𝘁 𝘁𝗵𝗲 𝗹𝗮𝘁𝗲𝘀𝘁 𝗔𝗜-𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗳𝗮𝗸𝗲𝘀." Kunal Verma, CTO and Co-founder, AppZen You could be spending your valuable time on strategic analysis, instead of manually screening receipts for AI-fakes. Or your current automation tools may be missing them entirely. Learn more about our multi-layered, AI-powered fraud detection models and request your free audit to see what you might be missing: https://okt.to/zPZ9vk
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"AI-generated receipts are getting better every day – but so is our AI. Its models have been trained on millions of receipts to recognize both legitimate and fake images. They work together like a layered defense system, because we know 𝘁𝗵𝗲𝗿𝗲’𝘀 𝗻𝗼 𝘀𝗶𝗻𝗴𝗹𝗲, 𝗳𝗼𝗼𝗹𝗽𝗿𝗼𝗼𝗳 𝘄𝗮𝘆 𝘁𝗼 𝗱𝗲𝘁𝗲𝗰𝘁 𝘁𝗵𝗲 𝗹𝗮𝘁𝗲𝘀𝘁 𝗔𝗜-𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗳𝗮𝗸𝗲𝘀." Kunal Verma, CTO and Co-founder, AppZen You could be spending your valuable time on strategic analysis, instead of manually screening receipts for AI-fakes. Or your current automation tools may be missing them entirely. Learn more about our multi-layered, AI-powered fraud detection models and request your free audit to see what you might be missing: https://okt.to/Fqc4Pe
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"AI-generated receipts are getting better every day – but so is our AI. Its models have been trained on millions of receipts to recognize both legitimate and fake images. They work together like a layered defense system, because we know 𝘁𝗵𝗲𝗿𝗲’𝘀 𝗻𝗼 𝘀𝗶𝗻𝗴𝗹𝗲, 𝗳𝗼𝗼𝗹𝗽𝗿𝗼𝗼𝗳 𝘄𝗮𝘆 𝘁𝗼 𝗱𝗲𝘁𝗲𝗰𝘁 𝘁𝗵𝗲 𝗹𝗮𝘁𝗲𝘀𝘁 𝗔𝗜-𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗳𝗮𝗸𝗲𝘀." Kunal Verma, CTO and Co-founder, AppZen You could be spending your valuable time on strategic analysis, instead of manually screening receipts for AI-fakes. Or your current automation tools may be missing them entirely. Learn more about our multi-layered, AI-powered fraud detection models and request your free audit to see what you might be missing: https://okt.to/Di6cQj
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"AI-generated receipts are getting better every day – but so is our AI. Its models have been trained on millions of receipts to recognize both legitimate and fake images. They work together like a layered defense system, because we know 𝘁𝗵𝗲𝗿𝗲’𝘀 𝗻𝗼 𝘀𝗶𝗻𝗴𝗹𝗲, 𝗳𝗼𝗼𝗹𝗽𝗿𝗼𝗼𝗳 𝘄𝗮𝘆 𝘁𝗼 𝗱𝗲𝘁𝗲𝗰𝘁 𝘁𝗵𝗲 𝗹𝗮𝘁𝗲𝘀𝘁 𝗔𝗜-𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗳𝗮𝗸𝗲𝘀." Kunal Verma, CTO and Co-founder, AppZen You could be spending your valuable time on strategic analysis, instead of manually screening receipts for AI-fakes. Or your current automation tools may be missing them entirely. Learn more about our multi-layered, AI-powered fraud detection models and request your free audit to see what you might be missing: https://okt.to/U0TH4j
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"AI-generated receipts are getting better every day – but so is our AI. Its models have been trained on millions of receipts to recognize both legitimate and fake images. They work together like a layered defense system, because we know 𝘁𝗵𝗲𝗿𝗲’𝘀 𝗻𝗼 𝘀𝗶𝗻𝗴𝗹𝗲, 𝗳𝗼𝗼𝗹𝗽𝗿𝗼𝗼𝗳 𝘄𝗮𝘆 𝘁𝗼 𝗱𝗲𝘁𝗲𝗰𝘁 𝘁𝗵𝗲 𝗹𝗮𝘁𝗲𝘀𝘁 𝗔𝗜-𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗳𝗮𝗸𝗲𝘀." Kunal Verma, CTO and Co-founder, AppZen You could be spending your valuable time on strategic analysis, instead of manually screening receipts for AI-fakes. Or your current automation tools may be missing them entirely. Learn more about our multi-layered, AI-powered fraud detection models and request your free audit to see what you might be missing: https://okt.to/miPqOh
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"AI-generated receipts are getting better every day – but so is our AI. Its models have been trained on millions of receipts to recognize both legitimate and fake images. They work together like a layered defense system, because we know 𝘁𝗵𝗲𝗿𝗲’𝘀 𝗻𝗼 𝘀𝗶𝗻𝗴𝗹𝗲, 𝗳𝗼𝗼𝗹𝗽𝗿𝗼𝗼𝗳 𝘄𝗮𝘆 𝘁𝗼 𝗱𝗲𝘁𝗲𝗰𝘁 𝘁𝗵𝗲 𝗹𝗮𝘁𝗲𝘀𝘁 𝗔𝗜-𝗴𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗳𝗮𝗸𝗲𝘀." Kunal Verma, CTO and Co-founder, AppZen You could be spending your valuable time on strategic analysis, instead of manually screening receipts for AI-fakes. Or your current automation tools may be missing them entirely. Learn more about our multi-layered, AI-powered fraud detection models and request your free audit to see what you might be missing: https://okt.to/uj42r3
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