Ground truth

General AI models are prone to plausible hallucinations and sycophancy that threaten audit independence. Discover the 3 specific risks hidden in AI workflows and the architectural controls needed to mitigate them.

Using the wrong architecture is the primary cause of AI failure in audit. We distinguish between CAG (the analyst) and RAG (the librarian) to help you select the right method for reviewing files versus researching standards.