Being cited is only valuable if you're being cited positively.
An AI system that mentions your brand alongside poor returns or unresolved complaints is doing active damage and because the consideration phase increasingly happens inside the AI conversation, that negative sentiment lands before a potential customer ever reaches your site.
This extends to hallucinations.
AI systems can and do misrepresent brands, products, and prices.
Structured, complete, accurate product and brand data is the best defence because AI systems are less likely to fabricate what has been explicitly provided.
Trust dynamics are shifting too.
AI systems prioritise authentic community content (Reddit threads, independent reviews, forum discussions) over brand-owned marketing copy.
Post-purchase experience and customer service quality now directly influence which brands get recommended.
Digital PR has a specific role here.
Positive, accurate brand mentions in AI-licensed publications shape how knowledge banks represent brands, and when misinformation does appear in AI responses, targeted PR aimed at the sources feeding those responses is the most effective correction.
A brand’s online reputation – the sum of everything being said about them across the web – is their most important AI marketing asset.
Recommended reading
Ahrefs: "Fabricated Brand: The Xarumei Experiment"
Ahrefs created a fictional luxury brand with a fabricated backstory planted on Reddit and Medium — and found that both Gemini and ChatGPT ignored the official website entirely, confidently repeating the made-up narrative instead.
"Trustpilot profit quadruples as review platform emerges as 'AI winner'"
The clearest real-world commercial proof that authentic customer feedback is now a primary AI marketing asset, and that brands whose customers say good things about them in trusted third-party spaces are the ones AI recommends.
"How LLMs Amplify Brand Misconceptions & How to Address Them With GEO"
Seer discovered that the phrase “high account manager turnover” appeared in LLM responses about their own brand 67 times over three months – drawn from old or isolated sources they had no control over.