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Brand Management

How Brands Are Auditing Their Presence in LLM Outputs
Technology

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 ·
The Internal-External Gap: Why Employee Comms Is the New Reputation Frontline
Insights & Strategy

The Internal-External Gap: Why Employee Comms Is the New Reputation Frontline

The internal-external gap in corporate communications is a growing problem. This article explores why employee communications are the new front line for reputation, detailing common misalignment patterns, structural changes contributing to the issue, and practical strategies for achieving internal-external alignment. It also debunks ineffective approaches and emphasizes the strategic importance of integrated internal and external communication.

EPR Editorial Team ·
The Five Dimensions of AI Reputation: Accuracy, Sentiment, Completeness, Consistency, Control
Reputation Management

The Five Dimensions of AI Reputation: Accuracy, Sentiment, Completeness, Consistency, Control

AI reputation isn't a single score; it's a composite of five independent dimensions: accuracy, sentiment, completeness, consistency, and control. Understanding each dimension is crucial for auditing and managing a brand's AI-held reputation across major AI engines like ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews. Each dimension reveals different challenges and demands specific fixes, from rectifying out-of-date training data to shaping future answers through earned media and owned content. This article breaks down how these dimensions combine to give a directional view of your brand's AI standing and provides a repair plan for any identified issues.

EPR Editorial Team ·
AI Visibility as a Board-Level Metric
Insights & Strategy

AI Visibility as a Board-Level Metric

The first time a CEO asks a chief communications officer "do we show up in ChatGPT," the conversation that follows reveals more about the comms function than the question itself. The question is increasingly being asked. The answers vary in quality, in part because the discipline

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 ·