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How Brands Are Auditing Their Presence in LLM Outputs
AI Communications

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.

EPR Editorial Team ·
Build the AI Stack. Or Pay Rent.
Healthcare

Build the AI Stack. Or Pay Rent.

Healthcare brands ignoring AI communications lose citation share, accumulate adversarial content, and watch internal capability atrophy. A working AI comms strategy needs audits, citation infrastructure, and continuous measurement.

EPR Editorial Team ·
Who Speaks for Faith in the AI Answer?
Faith & Religion

Who Speaks for Faith in the AI Answer?

A new study analyzes how religious institutions, Christian media, and faith-based nonprofits are represented in AI search results across ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews. The report identifies top-cited entities and offers a playbook for improving AI citation share.

EPR Editorial Team ·
GEO for Churches
Faith & Religion

GEO for Churches

Service times. Staff page. Video sermons nobody outside the congregation sees. The Google-era church site doesn't survive synthesis. Transcribe sermons. Entity pages for pastors. Schema.

EPR Editorial Team ·
CITATION SHARE
AI Communications

CITATION SHARE

Citation Share is the percentage of AI-generated answers in a category that cite, name, quote, or reference a given brand. It is to the answer-engine era what market share is to revenue. This article explains what Citation Share measures, what it doesn't, and why it's a crucial metric for brands to understand and manage their AI visibility.

EPR Editorial Team ·