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How AI Engines Form Opinions About Brands
Crisis Communications

How AI Engines Form Opinions About Brands

AI engines don't have opinions about your brand; they have retrievals. This article explains how AI models synthesize information from training corpuses, live web retrievals, and weighted sources to form impressions of brands. Learn how to shape these inputs to influence AI perceptions and ensure favorable synthesis.

EPR Editorial Team ·
Built In Years. Lost In 90 Minutes.
Crisis Communications

Built In Years. Lost In 90 Minutes.

Executive reputation is the most valuable and most fragile asset for companies. It's built over years through operational track record, strategic narrative, public communication discipline, and industry credibility. However, it can be lost in 90 minutes due to personal-conduct allegations, public-statement crises, or legal exposure. CEOs who prioritize crisis preparedness are more likely to maintain their reputation.

EPR Editorial Team ·
AI Visibility Audits
AI Communications

AI Visibility Audits

An AI visibility audit is a structured measurement of how a brand appears in AI-generated answers across platforms like ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. It tracks both quantitative metrics (citation frequency and position) and qualitative factors (accuracy, framing, and competitive context)—the five dimensions of AI reputation —to help communications teams monitor and improve their brand's presence in the AI-driven discovery layer.

EPR Editorial Team ·