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LLM SEO: how to get your brand into AI answers

By the LinkHeron team. Published October 20, 2026. 8 minute read.

LLM SEO: how to get your brand into AI answers, showing training data and live retrieval feeding an AI answer

LLM SEO is the work of making large language model tools such as ChatGPT, Perplexity, Claude and Gemini understand, mention and recommend your brand when people ask about your category. It builds on normal SEO, but the goal shifts from ranking a page to being named, described correctly and cited inside the answer.

What is LLM SEO?

LLM SEO (large language model search engine optimization) means shaping what AI assistants know and retrieve about your business, so they include you, accurately, in answers to the questions your buyers ask. You will also see it called generative engine optimization (GEO), answer engine optimization (AEO) or AI SEO. The names differ, the job is the same.

How LLMs learn about your brand: two pathways

An AI tool can know about you in two different ways, and LLM SEO has to work on both:

  • Training data. What the model read before its knowledge cutoff: articles, reviews, forums, documentation. This changes slowly, when new model versions ship. You influence it by being described widely and consistently across the web.
  • Live retrieval. What the tool searches for and reads at the moment someone asks. This changes quickly, page by page. You influence it with pages that crawlers can reach and quote, and by appearing on the third party pages the tool tends to cite.
Diagram comparing two ways AI tools learn about a brand: training data, which changes slowly with new model versions, and live retrieval, which reads pages at the moment of the question.
Training data changes with model versions. Live retrieval changes every day.

For a newer or smaller brand, live retrieval is where you can move fastest. A 2026 study of more than 100,000 AI answers (arXiv 2606.20065) found that about 78% of cited sources were corporate websites and that ranked "best of" lists were the most cited content format, at about 21% of citations. Both your own pages and the lists in your category matter.

LLM SEO vs traditional SEO

Traditional SEOLLM SEO
GoalRank a page in the resultsBe named and described correctly in the answer
Unit of successA position and a clickA mention, a recommendation or a citation
What gets usedThe whole pageShort passages and facts lifted from many pages
Off site signalLinks that pass authorityLinks plus consistent mentions on sources the tool trusts
MeasurementRankings, traffic, conversionsShare of answers, accuracy, AI referral traffic

They overlap more than they differ. Pages that rank well are often the pages AI tools retrieve, so LLM SEO is an extension of good SEO, not a replacement.

How to do LLM SEO: five practical moves

1. Write one paragraph an AI tool can quote

AI answers reuse short, factual passages. Marketing copy full of adjectives gives them nothing to repeat. On your homepage and key product or service pages, add a plain paragraph that states your category, who you serve, what you connect to or deliver, and how pricing works.

Before and after example: a vague marketing sentence with no facts, rewritten as a factual paragraph that names the category, audience, integrations and starting price.
The rewrite gives an AI answer category, audience, integrations and price to reuse. Example company is illustrative.

2. Keep a brand fact sheet and use it everywhere

Write down the facts you want every AI answer to get right: one sentence description, category, ideal customer, main use cases, integrations or service areas, pricing model, founding year and location. Use the same wording on your site, your LinkedIn and X profiles, directory listings such as G2, Capterra or Clutch, and partner pages. When sources agree, tools repeat you with confidence. When they disagree, answers get vague or wrong.

3. Answer the questions your buyers type into AI tools

Collect real questions from sales calls, support tickets and search autocomplete, then answer each one directly under a question style heading, in the first two sentences. Comparison pages, alternatives pages and honest pricing pages answer the questions that come right before a shortlist.

4. Get mentioned on the pages AI tools already cite

Ask the tools your buyers' questions, note which roundups, reviews and comparisons they cite, and work on being included there with an accurate entry. Choose sites with real readers: when we checked 107 SaaS and B2B blogs in Ahrefs, 13 had a Domain Rating of 40 or more but fewer than 500 monthly visitors, which is a poor place to be described. Our guide on how to improve brand visibility in AI search engines shows the full testing and source mapping process.

5. Make your pages easy to fetch

Let AI search crawlers such as OAI-SearchBot and PerplexityBot reach your site, keep important text in the HTML rather than loaded later by scripts, keep your sitemap accurate, and verify your site in Bing Webmaster Tools. An llms.txt file is an optional extra; our free llms.txt generator builds one from your sitemap in a few seconds.

LLM SEO for service businesses

Agencies, consultancies, IT services firms and other service businesses get recommended differently from software. AI tools look for evidence that you do the work, for whom, and where. A few things matter more for services:

  • Service pages that name the outcome and the client type, for example "SOC 2 readiness for Series A SaaS companies", not just "compliance consulting".
  • Case studies with specifics: the industry, the problem, what you did and the result, written so a single paragraph stands on its own.
  • Reviews on the directories AI tools read, such as Clutch, G2 or Google Business Profile, with consistent service categories.
  • Location and coverage stated plainly if you serve specific regions, because many service prompts include a place.
  • Price ranges or how pricing works, since "how much does it cost" is one of the most common questions people ask AI tools about services.

What LLM SEO cannot do

Nobody can guarantee that ChatGPT or any other tool will recommend you, or put you into a model's training data on demand. Results build over weeks and months as tools refresh their sources. Be wary of anyone selling shortcuts such as fake reviews, forum spam or hidden text aimed at AI tools: they break platform rules and can damage how you are described.

If you want help with the source side, our LLM SEO services find the pages AI tools cite for your buyers' questions and get your brand accurately onto them, with prices shown before you approve anything.

Frequently asked questions

What is LLM SEO?

LLM SEO is the work of making AI tools such as ChatGPT, Perplexity, Claude and Gemini understand, mention and recommend your brand accurately when people ask about your category. It builds on normal SEO, but success is being named and cited in the answer rather than ranking a page.

Is LLM SEO different from GEO or AEO?

Mostly no. LLM SEO, generative engine optimization (GEO), answer engine optimization (AEO) and AI SEO are different names for getting your brand found and recommended in AI generated answers.

How do I optimize my website for LLMs?

Add a short factual paragraph about what you do on key pages, answer real buyer questions under clear headings, keep your brand facts consistent everywhere, make pages crawlable for AI search bots, and get mentioned on the third party pages AI tools cite.

Does LLM SEO work for service businesses?

Yes. Service businesses benefit most from specific service pages, case studies with clear outcomes, reviews on directories such as Clutch or G2, stated locations and price ranges, because those are the facts AI tools use when recommending a provider.

How long does LLM SEO take?

Changes to live retrieval can show in weeks as tools re-read pages. Changes to what a model knows from training data only arrive with new model versions, which can take months.

See where your brand is missing

Send us three questions your buyers ask AI tools. We run them in ChatGPT, Perplexity and Google AI Overviews and show you who gets recommended, and which pages the answers come from. Free.

Get a free AI visibility check