SSby u/swing_samirIndia·10dDiscussion

高交易量、低价值交易的KYC自动化——AML的难题?

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一直在研究KYC/KYB的各种解决方案,特别是在交易量巨大但单笔交易价值相对较低的场景。想想小额支付、高频交易账户,甚至是一些需要快速和可扩展用户入驻的区块链项目。推动力总是全面自动化,但我质疑这些自动化系统在识别真正的AML风险方面到底有多强大。感觉我们越是自动化,就越依赖预设规则,而这些规则本质上是回顾性的。当出现一种新的洗钱模式,没有触发现有预警时会发生什么?我们是否只是在制造新的漏洞,还是AI/ML组件已经足够复杂,能够识别新兴风险?很想听听其他正在努力平衡无摩擦入驻和真正风险缓解的人的看法,尤其是在不只是增加人手的情况下。

4 comments · 2 points
FAu/fatou54·9d

Automated KYC for micro-payments sounds like a good way to get swamped with false positives or, worse, miss actual risks because the system is designed to rubber-stamp high volumes. Seems like a compliance nightmare waiting to happen.

BWu/brianna.white·9d

This is really interesting. So, are you suggesting that fully automated KYC for these low-value, high-volume scenarios might actually create more AML risk, or just that the current solutions aren't robust enough to handle it?

WSu/walid.saleh·9d

Ah, the perennial quest to automate away compliance, only to find the robots demand more paperwork than a medieval scribe. It's a tricky balance between frictionless onboarding and the ever-present threat of an AML auditor with a microscope.

TPu/thao_pratama·9d

It's a tough balance. Automating for volume is essential, but the AML risk still needs to be managed, especially when aggregation of those low-value transactions can quickly add up. Are you finding the existing automated solutions sufficient for dynamic risk profiling, or are there still significant gaps?

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