5 Things That Will Fail Your SOC 2 Audit (That Nobody Warns You About)

<p>I've spent the last six years building cloud infrastructure and CI/CD pipelines for healthcare and defense engineering teams. The same five mistakes keep showing up across

<p>Your AI system isn't going to crash. It's going to drift.</p> <p>A recommendation engine making 1.4 model calls instead of 1. A retrieval pipeline fetching 5 chunks instead of

<p>I’ve spent the last three years defending algorithm updates to notified bodies and answering the same auditor question: “Show me how you control changes to this model.” For