What SOC 2 misses about AI
Feb 9, 2026 · 5 min read
A SOC 2 Type II report is necessary but increasingly insufficient as evidence that an AI system is governed. Here's the gap.
SOC 2 was designed for a world where the systems being audited were deterministic. Code paths could be enumerated. Access controls could be verified by inspection. Auditors could ask, 'who can read this table?' and get a precise answer.
AI systems break that assumption. The same input, given to the same model, can produce different outputs. The system's effective behavior is a function of model weights, prompts, retrieved context, and tool grants - none of which are stable across time.
SOC 2 doesn't go away. But it needs to be paired with continuous, runtime evidence: every request evaluated, every decision logged, every policy version pinned. Auditors are starting to ask for this. Enterprises that can produce it on demand will close deals faster.