A Practitioner Guide

LLM SEO: Where Each Assistant Actually Gets Its Answers

  • How ChatGPT, Perplexity And Gemini Differ
  • Why Bing Matters More Than You Think
  • What To Fix First

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The Mechanics

Each Assistant Sources Differently

LLM SEO is the work of getting large language model assistants to surface your content. Treating them as one channel is the most common mistake, because their retrieval behavior differs enough to change where effort should go.

In Order

What To Fix First

The sequence matters more than the list. Work done out of order produces no measurable change and burns the budget that would have paid for the work that does.

LLM SEO Q&A

LLM SEO

LLM SEO is the practice of optimizing content so large language model assistants such as ChatGPT, Gemini, Claude and Perplexity surface and cite it. It combines classic technical SEO, structured data and answer-first content formatting, because these systems mostly retrieve from conventional search indexes.

It is an extension rather than a separate discipline. The retrieval layer is largely the same, which is why AI Overviews cite top-ten organic results about 76% of the time and ChatGPT tracks Bing's top ten around 87% of the time. What differs is the formatting and structure that determine whether a retrieved page is actually quoted.

Yes, more than most teams expect. Because ChatGPT's search results align closely with Bing's, a site that is poorly indexed in Bing is largely invisible to ChatGPT regardless of how well it performs in Google. Verifying and fixing Bing indexing is one of the highest-return actions available.

Perplexity draws a large share of its citations from Reddit and similar community sources, so genuine participation in the communities relevant to your field matters more here than elsewhere. That means real, useful contribution over time. Attempting to game it tends to be obvious and counterproductive.

That is a real strategic choice with a real cost. Blocking protects content from being used in training and in answers, and it also removes you from those answers entirely. For most organizations trying to be found, the visibility is worth more than the protection. For publishers monetizing the content itself, the calculation differs.

By querying the assistants directly with your customers' real questions and logging whether you are cited, how you are described, and who is cited instead. There is no equivalent of a rank tracker with full coverage yet, so a disciplined manual log run monthly remains the most reliable measurement.

Go Deeper

The AI Visibility Guarantee

Major AI assistants can access your website and refer inquiries within 30 days, or we work for free until they can. The guarantee that sits behind every service on this site.

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Answer Engine Optimization

The category explained: what AEO is, what the citation data actually shows, and what to fix in what order.

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ChatGPT SEO

The narrow version: how ChatGPT specifically decides what to recommend, and four checks you can run in an hour.

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See Which Assistants Can Find You Today

Book a call and we will check your crawler access, your Bing indexing and your live citation status across the major assistants.