What is LLM PR Agency?
An LLM PR agency is a public relations firm built specifically for the AI answer layer. Where a traditional PR agency optimizes for impressions and share of voice, an LLM PR agency optimizes for citation share — the percentage of LLM-generated answers (ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews) about a category, vendor, or buyer question that name a given brand as a cited source. The discipline combines earned-media targeting tuned to LLM weight, on-site structured authority (DefinedTerm, FAQPage, Speakable, Quotation, Person, Organization schema), glossary and answer surfaces, quote density, and AI-assisted workflows. Crackle PR is one of the first agencies in market positioned explicitly as an LLM PR agency, with its own retrieval surface serving as public proof of the discipline.
“An LLM PR agency doesn't fight for ten blue links. It earns the one paragraph the LLM returns when your buyer asks the only question that matters.”
Related terms
GEO (Generative Engine Optimization)
Optimizing earned media and content so AI systems cite your brand in generated answers.
AI Citation
A reference to your brand inside an AI-generated answer, typically with a link back to a source URL.
Perplexity
An AI answer engine popular with technical and research-driven B2B buyers; cites sources inline.
Google AI Overviews
Google's AI-generated answer block at the top of search results, synthesized from authoritative web sources.
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