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LLM SEO: How AI Assistants Decide Which Practice to Recommend

Person using a smartphone to ask an AI assistant for a recommendation

LLM SEO is making your practice easy for the engines behind ChatGPT, Gemini, Claude and Perplexity to find, understand and recommend. SEO (search engine optimization) is the work of getting your practice found in search results, and an LLM (large language model) is the software that writes an AI assistant's answers. When a patient asks one of them for the best med spa in Roseville or a podiatrist near Sacramento who treats heel pain, the assistant runs a web search, reads what it finds about nearby practices and writes an answer that names a few. This article explains how that choice gets made and what moves it.

Brand Lift 360 provides AI search visibility (AEO) for medical and aesthetic practices in Roseville and Greater Sacramento. That work is also called AEO (answer engine optimization): making your practice easy for AI assistants and Google's AI answers to find and quote. We check these answers for clients with dated screenshots, so the signals below come from watching real results, not theory.

What an LLM Is, in One Paragraph

A large language model (LLM) is the software behind an AI assistant. It has read a huge amount of the web, so it has general knowledge, but for a local question it doesn’t rely on memory. It searches, reads the pages it finds, pulls out facts and writes an answer. Your job is to make sure the pages it reads say clear, consistent things about your practice.

What Happens When a Patient Asks

  1. The assistant searches. “best med spa in Roseville” becomes a handful of web searches. Google calls this "query fan-out" in its guidance on AI features in Search.
  2. It reads the results. Usually the top pages: Google Business Profiles (the free listings that show in Google Search and Maps), directory lists, review sites, a few practice websites.
  3. It extracts facts. Practice name, location, treatments, providers, reviews, anything that answers the question.
  4. It writes an answer. Practices with the clearest, most consistent facts get named. Practices it can’t pin down get left out.

That last step is why two practices with similar quality can get very different AI visibility. The one with clear facts in the places the assistant reads wins.

The Six Signals That Decide It

  1. A clear one-line description. “Brand Lift 360 is a medical and aesthetic marketing agency in Roseville, CA.” The assistant needs to classify you in one sentence. If your homepage opens with a slogan instead, it guesses.
  2. One page per treatment. A page that answers “what is this, who is it for, what does it cost, who performs it” gives the assistant something to quote. A single services list doesn’t.
  3. Provider pages. Assistants connect a named surgeon or injector to a procedure and a location. A practice with no provider pages is harder to recommend for a specific treatment.
  4. Consistent facts across the web. Your website, Google Business Profile, directories and social profiles should agree on name, specialty, address, phone and providers. Disagreement lowers the assistant’s confidence.
  5. Reviews, recent and specific. Review count, recency and whether reviews mention treatments by name all feed the answer.
  6. Structured data. Code on your pages that labels your organization, services, providers and FAQs for machines, so nothing has to be guessed.

What We Saw in Sacramento

In October 2026 we asked ChatGPT five questions a Sacramento practice owner would ask, such as which agency a med spa should hire for SEO and who can help a practice show up in AI Overviews (the AI-written summaries at the top of some Google results). The practices and agencies that were named had three things in common: a specialty stated in one sentence on the homepage, a city in the page title, and listings on directories that repeated the same facts. The ones left out described themselves vaguely or had no directory presence at all.

It worked the same way for our clients’ patients. An allergy and asthma practice was first in the captured Google AI Overview for “best allergy clinic in san mateo,” and a plastic surgery practice is named in Google’s AI answer for its signature procedure. Both have treatment pages that answer the question and provider pages that tie the surgeon to the procedure. See the case studies.

What to Fix First

FixWhereTime
Write one specialty line and use it on the homepage, About page, Google Business Profile and every directorySite and profiles1 hour
Open each treatment page with a two-sentence answer to the main questionTreatment pages30 minutes per page
Add a page for each provider with credentials, procedures and locationWebsite1 hour per provider
Claim and complete directory profiles with the same factsOff-site2 hours
Ask every patient for a review, consistentlyFront deskOngoing
Capture dated AI answers for 5 questions and repeat monthlyTracking30 minutes a month

For the full checklist, read How to Rank in ChatGPT: A Practice Owner’s Checklist. For how this fits with Google, read GEO vs. AEO vs. SEO.

LLM SEO at a Glance

QuestionShort answer
What is LLM SEO?Making your practice easy for ChatGPT, Gemini, Claude and Perplexity to find, understand and recommend
How does an assistant choose?It searches, reads the top pages, pulls out facts and names the practices with the clearest, most consistent facts
What does it read?Google Business Profiles, directories, review sites and practice websites
The six signalsOne-line description, one page per treatment, provider pages, consistent facts, recent specific reviews, structured data
What we saw in October 2026Those named had a one-sentence specialty, a city in the page title and matching directory listings
Fastest fixWrite one specialty line and use it everywhere: about 1 hour
How to track itDated AI answers for 5 questions, repeated monthly

Questions Practice Owners Ask

Does an AI assistant read my website?

Usually yes. Most assistants run a live web search for local questions, then read the top results, including your treatment pages and Google Business Profile. If your site blocks AI crawlers (the bots that read web pages for AI tools) or hides its facts in images and scripts, the assistant may skip it.

Can you guarantee ChatGPT will recommend my practice?

No. AI answers change by question, location and date. We fix the signals that make a recommendation more likely and capture dated screenshots before and after so you can see the change.

Which assistants matter most for patients?

Google’s AI Overviews and AI Mode (Google's chat-style search) appear inside normal Google searches, so patients see them without opening a separate app. Pew Research Center found an AI summary on 18% of the Google searches it studied in March 2025. Google's guidance on AI features in Search says the same SEO best practices apply and a page must be indexed in Google Search to be shown as a link in them. We check ChatGPT, Gemini, Google and Perplexity for clients.

Run Your Own Check This Week

Pick five questions a new patient would ask, such as "best [treatment] in [city]." Ask each one in ChatGPT, Gemini and Google, and save a dated screenshot of every answer. Note whether your practice is named and how it is described. Ask the same five questions again next month and compare. If you would rather have it done for you, our Practice Growth Review does it for you, and adds your lead flow and a twelve-month build order.

Sources

  • Google Search Central, "AI features and your website", last updated December 10, 2025. Source for query fan-out, SEO best practices applying to AI Overviews and AI Mode, and the indexing requirement.
  • Pew Research Center, "Google users are less likely to click on links when an AI summary appears in the results", Athena Chapekis and Anna Lieb, July 22, 2025. Source for the 18% share of searches with an AI summary.
  • Brand Lift 360 (our own data), ChatGPT agency check, October 2026. Method: five questions a Sacramento practice owner would ask, entered in ChatGPT, with each answer saved as a dated screenshot.
  • Brand Lift 360 (our own data), client AI answer captures. Method: dated screenshots of Google AI Overview and AI answers for each client's target searches; client names withheld.

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