The $2 Trillion Compliance Problem: Why Regulated Industries Need a Unified AI Approach

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If you've ever worked in compliance infrastructure, you've probably noticed something strange: every industry is solving the exact same problem, and nobody is talking to each other.

I've spent several years building compliance systems. First at a startup using NLP to monitor workplace communications in real time, then at the company that acquired it, running pipelines that process 500,000 files a month from 13 data providers for 1,300 client firms in 105 countries. Before that, I built financial data dashboards that pulled from dozens of market data sources.

Different industries. Different regulators. Different data. Same headaches, over and over.

Here's what I've come to believe: the U.S. spends $2.15 trillion a year on regulatory compliance, roughly 7% of GDP, not because compliance is inherently that expensive, but because every industry reinvents the infrastructure from scratch.

The same problem, three times over

Let me walk through what compliance looks like...

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