# ​The Audit Trail Gap: Why Most AI Deployments Won’t Survive Their First Regulatory Exam

> Source: <https://www.machinebrief.com/news/the-audit-trail-gap-why-most-ai-deployments-wont-survive-the-1qgk>
> Published: 2026-07-24 10:45:00+00:00

# The Audit Trail Gap: Why Most AI Deployments Won’t Survive Their First Regulatory Exam

By Marcin Nowak, Forbes Councils MemberSource:

[Forbes Innovation](https://www.forbes.com/innovation/)Prepare your AI system for regulatory audits now, before it gets even more complicated and expensive.

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