TL;DR: Most compliance teams spend 73 hours a week on alert triage. Around 95% of those alerts are noise. We built 10 AI agents that investigate alerts in parallel, reversing the time ratio so analysts spend 70% of their time on genuine risk instead of confirming nothing is wrong. This post walks through the architecture, the pain points that drove it, and what actually changed.
Last month, a compliance engineer at a European neobank showed me their Grafana dashboard. 200 alerts a day. Average handling time: 22 minutes per alert. That is 73 hours of analyst time per week, burned on triage.
The worst part? By the FCA's own estimates, around 95% of those alerts turn out to be false positives. Senior analysts, people you are paying £75k or more, spending their days confirming that nothing is wrong.
If you are building compliance infrastructure and this sounds familiar, this post is for you.
The problem is not detection. It is investigation.
