LLM SEO · ChatGPT SEO · AI Search Citation

LLM SEO: rank inside ChatGPT, Perplexity, Claude and Gemini answers.

LLM SEO (large language model SEO, also called ChatGPT SEO) is the discipline of getting your business cited by name inside AI chatbot answers. When someone asks ChatGPT "who is the best AI SEO agency in London?" we want your name in the response. From £999/mo, Transformation Junction builds the technical access, corroboration stack and citation-ready content that makes that happen.

LLM SEO - cited inside ChatGPT and AI search answers

ChatGPT

Named in answers

Perplexity

Cited as a source

Claude

Recommended by name

What is LLM SEO (ChatGPT SEO)?

LLM SEO - also called ChatGPT SEO - is the practice of optimising your business to be cited inside the answers that large language models (LLMs) generate. ChatGPT, Perplexity, Claude, Gemini and Copilot all pull from web content, brand signals and indexed data to decide which businesses to name when users ask for recommendations. LLM SEO builds the specific signals each platform requires.

How ChatGPT decides who to recommend

ChatGPT (in search mode) pulls from Bing's index. A business needs: (1) pages indexed by Bing via Bingbot, (2) OAI-SearchBot crawler access, (3) factual, well-structured content with clear entity signals, (4) corroborated brand facts across multiple independent sources. Without all four, you are invisible to ChatGPT search regardless of your Google ranking.

How Perplexity decides who to cite

Perplexity indexes content via PerplexityBot, with strong weighting on Bing indexation, topical authority and the factual density of pages. It pulls sources by name - "according to [brand]" - which means businesses with clear, factual, well-attributed content get named while vague content gets paraphrased without credit.

How Claude and Gemini pick recommendations

Claude (in search mode) and Gemini pull from their own crawlers and, in some modes, from Google's index. High topical authority, clear entity signals in structured data and consistent brand information across the web are the common factors across all LLMs.

The buyer intent advantage of LLM citation

A user asking ChatGPT "who should I hire for AI SEO in London?" is not browsing - they are ready to buy. They have skipped the research phase. The business ChatGPT names in that moment earns the enquiry at a much higher close rate than a cold Google click. LLM SEO targets this highest-intent moment directly.

What our LLM SEO service covers

Five technical and content disciplines that together build citation across ChatGPT, Perplexity, Claude and Gemini.

AI crawler access

We verify OAI-SearchBot, PerplexityBot, Claude-User and Bingbot can reach your site, and whitelist their IP ranges at the CDN/firewall level where needed.

Bing indexation

We submit your sitemap to Bing Webmaster Tools, set up BingSiteAuth, use IndexNow for fast crawl triggering and verify key pages appear in Bing's index - the shared index ChatGPT and Perplexity pull from.

Corroboration stack

We align your brand name, address, description, credentials and founder details across GBP, LinkedIn, Bing, Clutch, sector directories and on-site schema - the multi-source validation LLMs need to trust a business.

Topical authority cluster

We build a hub-and-spoke content cluster covering every question buyers ask AI tools about your service - so LLMs recognise you as the authoritative source on your topic, not a one-page website.

Atomic fact content

We write content with specific, citable facts about your service, credentials, results and process - the precise type LLMs extract and attribute rather than paraphrase without credit.

ChatGPT and Perplexity citation tracking

Monthly reporting on your AI mentions across all major LLMs, which queries trigger citations, which competitors get named instead and where the next expansion opportunity sits.

LLM SEO vs traditional SEO: what is different

SignalTraditional SEOLLM SEO
Target indexGoogle SearchBing (ChatGPT + Perplexity) + Google (Gemini + Claude)
Crawler to allowGooglebotOAI-SearchBot, PerplexityBot, Claude-User, Bingbot
Key ranking signalBacklinks + PageRankTopical authority + entity corroboration + factual density
Content formatKeyword density + lengthAtomic facts + answer-first + structured entity references
Visibility metricPosition 1-10 on GoogleNamed citation in AI answer
Speed of gainMonths (new domains: 6-12 mo)Weeks for citation signals (corroboration indexes faster than Google ranks)

LLM SEO pricing

LLM SEO technical foundations (crawler access, Bing indexation) are included in every plan. The full corroboration stack, citation tracking and topical authority cluster are in the Growth plan upward.

PlanMonthlyLLM SEO included
FoundationsFrom £999/moAI crawler access audit, Bing indexation, OAI-SearchBot verification, basic entity schema
GrowthFrom £1,500/moFull corroboration stack, topical cluster content, monthly ChatGPT + Perplexity citation tracking
AuthorityFrom £2,500/moFull LLM SEO programme: outpost publishing, Best-Of article strategy, weekly citation audit, competitor displacement

LLM SEO questions

What does LLM SEO mean?

LLM SEO (large language model SEO, often called ChatGPT SEO) is the practice of optimising a business to appear in the answers generated by AI tools like ChatGPT, Perplexity, Claude and Gemini. It focuses on Bing indexation, AI crawler access, entity corroboration and topical authority - the signals LLMs use to decide who to cite.

Is ranking on ChatGPT possible for a small business?

Yes. LLMs do not weight citations by business size - they weight by content quality, entity consistency and topical authority. A focused small business with strong LLM SEO foundations can appear in ChatGPT answers ahead of large competitors with unstructured content. The slot is available now, before most small businesses know it exists.

Does Google SEO help with ChatGPT rankings?

Partially. Google rankings are not directly used by ChatGPT - it pulls from Bing's index. However, the content quality, topical authority and schema that drive Google rankings also signal trust to LLMs, so good SEO and LLM SEO overlap significantly in practice.

How fast can LLM SEO results appear?

Technical fixes (crawler access, Bing indexation) can be resolved in days. Corroboration stack alignment takes two to four weeks. First ChatGPT and Perplexity citations typically appear six to fourteen weeks after structured content and corroboration signals are in place. Results compound over time as topical authority builds.

See how GEO builds AI citation long-term

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Find out if ChatGPT and Perplexity cite your business right now.

Our free AI visibility audit checks your citations across five AI engines, audits your Bing indexation, verifies AI crawler access, and maps the fastest route from invisible to recommended. No commitment - just a clear picture of where you stand.