What is LLM Ranking Factors?

The signals and characteristics that influence whether a Large Language Model mentions or recommends your brand in its responses.

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Key Takeaways

  • LLM ranking factors are the signals that determine whether AI includes you in its answer at all, not your position in a list.
  • Key factors include entity consistency across the web, source authority, content freshness, clear structure, and direct question-answer matching.
  • Traditional SEO factors like page speed, meta tags, and internal linking don't affect LLM recommendations.
  • Focus on genuine authority, semantic clarity, and structured content that AI can easily extract and cite.

You've spent years figuring out what Google wants. Keywords, backlinks, page speed, mobile-friendliness. You know the checklist.

Now there's a new checklist. And it's different enough to catch you off guard.

LLM ranking isn't really ranking

First, let's clear something up. Google gives you positions 1 through 10. LLMs don't work that way.

When someone asks ChatGPT for a recommendation, it either mentions you or it doesn't. It might mention you first, or third, or not at all. But there's no position 7 where you're visible but not great. You're in the answer or you're invisible.

The "ranking factors" for LLMs are really the signals that influence whether you make it into the answer at all.

What LLMs actually look at

Does it know what you are?

AI needs to understand you as a distinct entity. A company, a product, a service. If your website says one thing, your LinkedIn profile says another, and industry directories have outdated descriptions, AI gets confused. And confused AI doesn't confidently recommend anything.

Consistency across the web is huge. When 10 different sources describe you the same way, AI builds a clear picture and feels confident mentioning you.

Does it trust you as an authority?

AI gravitates toward sources that seem authoritative. Comprehensive content that goes deep on topics. Coverage by respected industry publications. Being cited by experts.

Thin content doesn't build authority. A 300-word page that barely scratches the surface won't compete with a comprehensive guide that actually answers questions.

Is your content fresh?

For AI tools that search in real-time (and most do now), recently updated content has an advantage. If your best content hasn't been touched since 2022, newer sources might get cited instead.

Can AI easily extract information?

Clear headings, FAQ sections, comparison tables, structured data. These make it easy for AI to understand and cite specific information. Messy walls of text with buried insights are harder to work with.

Do you directly answer the questions people ask?

If someone asks "what's the best X for Y?", content that directly addresses that exact question format is more likely to be cited. AI looks for content that matches what the user actually wants to know.

What's different from Google SEO

Some Google factors don't matter much for LLMs. Page speed? Doesn't affect whether AI recommends you. Mobile-friendliness? Irrelevant. Meta tags and title optimization? Less important than the actual substance.

Other things matter more for LLMs. Semantic clarity and clear explanations beat keyword optimization. Entity recognition beats keyword density. Being cited by authoritative sources matters more than raw backlink counts.

What you can stop worrying about

Keyword density is meaningless here. LLMs understand meaning, not ratios of word frequency.

Meta descriptions and title tags don't directly influence LLM recommendations. They're for search engine result pages, not AI-generated answers.

Internal linking structures don't matter the way they do for Googlebot. LLMs don't crawl your site and follow links.

Page speed won't affect whether AI recommends you. Fast or slow, it doesn't factor in.

What you should focus on

The safest strategy is focusing on fundamentals that have staying power regardless of how AI evolves.

Be genuinely authoritative in your space. Comprehensive content, real expertise, depth that competitors can't easily replicate.

Communicate clearly. Write so that a smart person who doesn't know your industry could understand exactly what you do and why it matters.

Keep information consistent everywhere. Website, social profiles, directories, press mentions. Same story, same positioning.

Make it easy to extract specific information from your content. Structure helps.

Tracking what works

You can't see LLM ranking factors directly, but you can see results. Are you getting mentioned? How often? For which prompts?

Tools like Mentionable track this across AI platforms. Over time, you can correlate changes in your content and online presence with changes in your AI visibility.

Frequently Asked Questions

What are the main ranking factors for LLMs like ChatGPT?
The main LLM ranking factors include entity consistency across the web (same brand description everywhere), source authority (credible sites mentioning you), content freshness, clear structure that AI can extract from, and direct question-answer matching. These determine whether AI includes you in its answer at all.
Do Google SEO factors like page speed affect LLM rankings?
No. Traditional SEO factors like page speed, mobile-friendliness, meta tags, title optimization, and internal linking do not affect whether AI recommends you. LLMs care about content substance, semantic clarity, entity recognition, and whether authoritative sources cite you.
How is LLM ranking different from Google ranking?
Google gives you positions 1 through 10. LLMs either mention you or they do not. There is no position 7 where you are visible but not prominent. LLM ranking factors determine whether you make it into the AI-generated answer at all, making visibility binary rather than graduated.
Does keyword density matter for LLM visibility?
No. Keyword density is meaningless for LLMs. AI tools understand meaning and concepts, not word frequency ratios. Writing 'best CRM' repeatedly will not help. Instead, focus on clear explanations, consistent entity information, and comprehensive content that AI can easily understand and cite.
What should I focus on to improve my LLM ranking?
Focus on being genuinely authoritative in your space with comprehensive content. Communicate clearly so AI understands what you do. Keep brand information consistent across your website, social profiles, and directories. Structure content for easy extraction with clear headings and direct answers.
Alexandre Rastello
Alexandre Rastello
Founder & CEO, Mentionable

Alexandre is a fullstack developer with 5+ years building SaaS products. He created Mentionable after realizing no tool could answer a simple question: is AI recommending your brand, or your competitors'? He now helps solopreneurs and small businesses track their visibility across the major LLMs.

Published February 10, 2026· Updated February 12, 2026

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