Cited by ChatGPT.
ChatGPT reaches around 900 million weekly active users. Your buyers ask it before they build a shortlist. If it does not name you, you are out of the running before the first sales conversation. ChatGPT decides who to name based on signals that have nothing to do with where you rank on Google.
ChatGPT favors Reddit, Wikipedia, and editorial publications. Most brands appear in none of them.
Run a free auditInclusion
Entity foundations. Organization schema, consistent brand data, Knowledge Graph presence. ChatGPT must identify your brand as distinct before it can cite you.
Targeting
Prompt and query research. We map the phrasing buyers use when they ask ChatGPT about your category, then prioritize prompts that drive revenue.
Retrieval
Content structured for extraction. Direct answers in the first third of every page. Q&A formatting. Clean prose without inline-link clutter.
Authority
Off-site presence. Branded mentions in the editorial, community, and reference sources ChatGPT already trusts.
Community discussion
Reddit threads, niche forums, and Hacker News conversations where real users name brands and compare options in their own words.
Reference sources
Wikipedia, Wikidata, and structured directories that confirm a brand is a distinct, established entity.
Editorial media
Industry publications, podcasts, and expert roundups that carry the topical credibility ChatGPT leans on.
Why does my brand rank on Google but not show up in ChatGPT?
The signals are different. Google rewards on-page optimization and backlinks. ChatGPT rewards branded mentions across the editorial and community web. A brand with a strong backlink profile and zero third-party discussion will rank in Google and remain invisible in ChatGPT.
How fast can I expect to appear in ChatGPT after starting work?
Citation work shows measurable mention-rate movement within 8 to 14 weeks, depending on existing third-party presence and category competitiveness. ChatGPT updates its retrieval index continuously, so changes compound rather than waiting on a refresh.
Does Citation Architecture work for non-English queries?
Yes. The signal categories are the same. The sources differ per language. We build citation density in the publications and communities ChatGPT trusts in the target language.
Earn the sources Perplexity attributes next to its answers.
Appear above the blue links in Google AI Overviews.
Show up across Google's 750M-user Gemini ecosystem.
Be visible inside Microsoft 365, LinkedIn, and Edge.
Earn citations from the model technical buyers trust.
The Citation Architecture method, across every major model.
The free audit shows your current ChatGPT citation count across the prompts your buyers ask.
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