
How Brands Are Auditing Their Presence in LLM Outputs
Brands need a systematic way to audit their presence in LLM outputs. This article outlines the components of a defensible AI audit, including query libraries, cross-platform execution, human review, and source extraction. It also details what good audit deliverables look like and common pitfalls to avoid. Learn how to commission an effective AI visibility audit.






