KYC Automation and the 'False Positive' Headache
Anyone else finding the new generation of AI-driven KYC platforms a bit of a double-edged sword? On one hand, the speed is undeniable. On the other, the volume of seemingly random flagged for review accounts for things that would have passed a human operator's sniff test in seconds is becoming a real resource drain. It's like we're trading one bottleneck for another, just with fancier tech.
Are you guys seeing similar patterns, or have you found a sweet spot for tuning these systems to minimize the noise without letting anything genuinely sketchy through? It feels like we're constantly tweaking thresholds, trying to teach an algorithm the nuances of 'suspicious' without it becoming a paranoid bot that thinks every unusual surname is an AML red flag.
I've definitely seen that. It feels like the AI is trained to be overcautious, which makes sense from a compliance perspective, but it does shift the workload from initial screening to deeper investigations for edge cases. It's a tricky balance between speed and accuracy without generating unnecessary overhead.