How to Rank in LLMs

How to Rank in LLMs · May 2026

Summary Takeaways Checklist Articles SERP Outlines E-E-A-T Review

4-paragraph video summary

• 01Consensus building on third-party sites is the single most important foundation for LLM visibility — without it, even a #1 Google ranking may not generate LLM citations.
• 02LLMs function similarly to how humans perceive brand authority: brands seen everywhere (third-party sites, reviews, mentions) are treated as more trustworthy and recommendable.
• 03Listicles (roundup articles) are the most effective content format for LLM citation retrieval due to their structured, fast-information-retrieval format.
• 04LLMs use "fan-out queries" — when you submit a search, the model generates dozens of semantic variations behind the scenes to build a comprehensive answer.
• 05Content must cover every fan-out variation of a target keyword: by demographic, location, use case, and sub-niche — not just the head term.
• 06A bottom-up keyword strategy is most effective: rank first for ultra-specific long-tail queries, then progressively build toward broader, more competitive head terms.
• 07LLMs personalize results based on user context — ChatGPT adapts recommendations based on what it knows about the individual user, making niche targeting more valuable than ever.
• 08Not all published content will appear as visible citations — but uncited content still contributes background signal that influences LLM outputs.
• 09ChatGPT appears to maintain its own index and does not refresh its data set in real time — articles remain in the model's training data even after being edited or updated.
• 10Claude and Perplexity tend to pick up citations faster than ChatGPT, especially for content ranking in the top 10–20 Google SERPs.
• 11Google AI Overview (AIO) is often the fastest LLM surface to rank in — especially for detailed, long-tail queries in non-YMYL niches.
• 12YMYL (Your Money Your Life) niches — health, finance, legal — face stricter citation standards across all LLMs and AIO, requiring significantly more consensus-building effort.
• 13A tiered guest-posting approach is recommended: start with free web 2.0 platforms (Medium, LinkedIn, Ghost) with no client links, then scale to paid mid-tier sites with links.
• 14Unlinked brand mentions inside high-quality, well-structured articles are increasingly valuable — the brand does not need a direct backlink to benefit from the citation.
• 15Instead of linking directly to a client's site, linking to their Clutch, Capterra, or Trustpilot profiles passes authority while keeping the link profile natural.
• 16Comparison articles (Brand A vs Brand B) target mid-to-bottom-funnel searchers who are close to purchasing and generate strong LLM citation signals.
• 17Topical coverage for LLM authority should include: listicles, comparison articles, reviews, buying guides, user guides, and deal-breaker / "brands to avoid" articles.
• 18FTC guidelines require that review/listicle content must not falsely claim products were personally tested — use "editor's analysis" or "editorial opinion" disclaimers instead.
• 19LLM conversion rates from citation clicks are reportedly 3–4x higher than equivalent Google organic traffic, making LLM visibility a high-ROI target.
• 20Reddit is used heavily by LLMs as background signal but is rarely cited visibly — publishing on Reddit still contributes to consensus even without a citation appearing.
• 21Local SEO clients (plumbers, HVAC, real estate) with active Google Business Profiles see the fastest LLM ranking results — sometimes within 24 hours.
• 22Fan-out query tools now exist (Ahrefs brand radar, browser-based ChatGPT inspection method) to help identify the semantic variations LLMs use for any target keyword.
• 23Incorporating fan-out queries directly into listicle articles dramatically improves the relevance match between published content and LLM search behavior.
• 24The fastest observed LLM citation pickup was 12 hours after publication, with Claude citing the article — though timeline varies heavily by niche competitiveness.
• 25LLM SEO is evolving so rapidly that strategies and SOPs need monthly review — this is an experimental, test-and-iterate discipline unlike traditional long-cycle Google SEO.

Step-by-step actionable checklist

Category 1: Keyword & Fan-Out Research

Task 1: Identify your target keyword landscape

• Write down your primary target keyword (e.g. "best accounting software")
• Open ChatGPT and type your keyword, then open browser DevTools → Network tab to observe fan-out sub-queries being generated
• Check Ahrefs Brand Radar for fan-out query suggestions for your keyword
• Manually brainstorm 20+ sub-variations: by profession, location, age group, use case, device, budget

Task 2: Audit competitor LLM visibility

• Search your target keyword in ChatGPT, Claude, Gemini, and Perplexity
• Note which brands are cited in each LLM's answer
• Search those brands + your keyword in Google to find what listicles or articles are ranking for them
• Estimate how many third-party articles each competitor has — this tells you how much consensus work you need to do

Category 2: Listicle & Content Creation

Task 1: Build a listicle article template

• Choose a format: "Top 10 [Product] for [Audience]" or "Best [Product] in [Location/Year]"
• Include an article summary/TL;DR at the very top of the article
• Structure each listed item with: name, brief description, best use case, and a pros/cons section
• Add media: images, an embedded YouTube video if relevant, and section subheadings
• Add an "editor's analysis" disclaimer — do NOT claim personal testing unless you actually tested it

Task 2: Create full topical coverage

• Write positive listicles: "Top 10 [brands] for [use case]"
• Write comparison articles: "[Brand A] vs [Brand B] — which is better for [audience]?"
• Write buying guides: "How to choose the best [product] for [use case]"
• Write deal-breaker articles: "10 things to check before buying [product]"
• Incorporate fan-out query variations naturally throughout each article

Category 3: Tiered Publishing Strategy

Task 1: Publish on free web 2.0 platforms first (no client links)

• Create accounts on: Medium, Ghost.org, LinkedIn Articles, Tumblr, Threads, Substack
• Publish your well-structured listicle articles — NO direct links back to your client's main website
• You may link to the client's Clutch, Capterra, G2, or Trustpilot profile instead
• Make sure each article is media-rich, well-structured, and written to rank organically

Task 2: Scale to paid guest post sites

• Source lower-cost guest post opportunities on relevant niche sites
• Publish the same style of listicle content — still no direct client links at this tier
• Link from these articles to the web 2.0 listicles you already published (internal link ecosystem)
• Move to mid-tier guest post sites for articles that DO include a client link

Category 4: Tracking & Iteration

Task 1: Monitor LLM citation performance

• Set up a tracking spreadsheet: keyword, LLM platform, date checked, citation status (yes/no), article cited
• Check your target keywords in ChatGPT, Claude, Gemini, and Perplexity weekly
• Note which of your published articles are appearing as citations
• Update your strategy monthly — this space changes fast enough that monthly SOP reviews are essential

Task 2: Apply FTC-compliant disclaimers

• Add a visible disclaimer on every listicle: "This article reflects the editor's analysis and opinion based on publicly available information."
• Never use language like "expert tested," "personally reviewed," or "we purchased" unless it is literally true
• Disclose any affiliate or paid relationship where applicable

5 article suggestions

Article 1 · Primary recommendation

How to Rank in ChatGPT, Claude & Gemini: The Complete LLM Visibility Guide for 2026

A comprehensive how-to guide covering the entire LLM ranking process: consensus building, listicle creation, fan-out queries, tiered publishing, and conversion — based directly on the strategies Jabez Reuben uses at The Blueprints Agency.

how to rank in ChatGPT LLM visibility strategy GEO generative engine optimization LLM SEO 2026

Article 2

What Are Fan-Out Queries and Why They're Changing SEO Forever

An explainer article targeting SEO professionals who need to understand the technical mechanism of fan-out queries — how LLMs expand a single search into dozens of sub-queries, and how to structure content to appear in more of those variations.

fan out queries LLM LLM search behavior semantic search AI ChatGPT search queries explained

Article 3

Listicle SEO: How Roundup Articles Drive LLM Citations and Google Rankings in 2026

A practical guide to writing high-performing listicle articles for LLM visibility — covering structure, FTC compliance, topical coverage types (comparison, buying guide, deal-breaker), and the tiered publishing framework Jabez recommends.

listicle SEO strategy roundup article for SEO LLM citation content content for AI overview

Article 4

SEO vs GEO: Do You Need a Different Strategy to Rank in AI vs Google in 2026?

A comparative analysis aimed at digital marketers weighing how much to invest in traditional Google SEO versus LLM/GEO strategies — covering where the strategies overlap, where they diverge, conversion rate differences, and how to build one content plan that serves both.

SEO vs GEO 2026 generative engine optimization AIO vs Google ranking LLM vs Google traffic

Article 5

How to Build Topical Authority Off-Site: The Consensus Building Guide for LLM Rankings

A deep-dive into off-site topical authority — the concept that LLMs require brands to appear across multiple third-party sources before they trust them enough to cite them. Covers unlinked brand mentions, tiered guest posting, web 2.0 platforms, and how to measure consensus progress.

off-site topical authority consensus building SEO unlinked brand mentions LLM guest posting LLM visibility

SERP analysis & keyword recommendations

Primary keywords

how to rank in ChatGPT / Claude / Gemini

LLM SEO strategy 2026

generative engine optimization (GEO)

LLM visibility for brands

YouTube summary Chrome extension

Semantic & related

AI overview ranking strategy

fan-out queries explained

consensus building for SEO

listicle SEO for AI

LLM citation optimization

off-site topical authority

Entities

Jabez Reuben (SEO expert, India/Thailand)

Jesper Nissen (host, Denmark)

The Blueprints Agency

LLM Mastery Conference (Chiang Mai)

Yax, Primoindex, Link Validator (tools)

ChatGPT, Claude, Gemini, Perplexity, Grok

Ahrefs, FTC guidelines, Rand Fishkin

Content-type suggestions

How-to guide (highest commercial intent)

Explainer / educational article

Comparison article (SEO vs GEO)

Case study with real ranking results

Step-by-step tutorial / checklist

Key subtopics to cover

Fan-out queries Consensus building Listicle strategy Tiered publishing LLM personalization AI Overview (AIO) YMYL niche challenges FTC compliance Unlinked brand mentions LLM conversion rates Local SEO + LLMs Off-site topical authority

Suggested outbound link

Ahrefs Blog — Generative Engine Optimization (GEO): What It Is & How to Do It

Authoritative reference on GEO from a trusted SEO tool provider — ideal for E-E-A-T outbound linking in any of the 5 suggested articles covering LLM ranking strategy.

Detailed article outlines

Article 1 · How to Rank in ChatGPT, Claude & Gemini: The Complete LLM Visibility Guide

Introduction

• Hook: "You're ranking #1 on Google — but ChatGPT has never heard of you. Here's why that's a problem."
• Context: LLMs are where users now make purchasing decisions, with 3–4x higher conversion rates than Google clicks
• Promise: This guide covers the complete framework Jabez Reuben and The Blueprints Agency use to rank brands in every major LLM

Subheadings

• H2: Why LLM visibility is now as important as Google rankings
• H2: The #1 principle — consensus building across third-party sites
• H2: Understanding fan-out queries: how LLMs actually search
• H2: The bottom-up keyword approach: start specific, scale up
• H2: Listicles — the fastest content type for LLM citations
• H2: Tiered publishing: from free web 2.0 to paid guest posts
• H2: How fast can you rank? Real results and timelines
• H2: YMYL niches: the extra rules that apply
• H2: Wrapping up — your 30-day LLM visibility action plan

Keywords

• Primary: how to rank in ChatGPT, LLM SEO strategy 2026
• Semantic: LLM citation optimization, generative engine optimization, AI overview ranking

Entities

• Jabez Reuben, The Blueprints Agency, LLM Mastery, ChatGPT, Claude, Gemini, Perplexity, Ahrefs

CTA (Wrapping Up)

• "Start building your LLM consensus today — publish your first listicle on Medium this week and check your citation status in Claude within 48 hours."

Article 2 · What Are Fan-Out Queries and Why They're Changing SEO Forever

Introduction

• Hook: "When you search 'best protein powder,' an LLM silently runs 20 different searches before answering you. Here's what that means for SEO."
• Context: The fundamental difference between Google keyword matching and LLM fan-out query generation

Subheadings

• H2: What is a fan-out query? A plain-English explanation
• H2: How LLMs expand your search into dozens of sub-queries
• H2: The role of personalization in fan-out query results
• H2: How to find the fan-out queries for your target keyword (Ahrefs, ChatGPT inspection, tools)
• H2: How to structure content that captures fan-out query traffic
• H2: Wrapping up — fan-out query checklist for your next article

Keywords

• Primary: fan-out queries LLM, how LLMs search
• Semantic: semantic search AI, LLM query expansion, ChatGPT search behavior

CTA

• "Use TubeWizard to extract fan-out query insights from any YouTube video on your topic — turn expert knowledge into LLM-ready content instantly."

Article 3 · Listicle SEO: How Roundup Articles Drive LLM Citations and Google Rankings

Introduction

• Hook: "One type of article is being cited by ChatGPT and Claude more than any other — and it's not the 3,000-word pillar post you think."
• Context: Why listicles outperform other formats for LLM information retrieval

Subheadings

• H2: What is a listicle (roundup article) and why do LLMs prefer them?
• H2: The complete listicle article structure for LLM visibility
• H2: Beyond listicles — comparison, buying guide, and deal-breaker articles
• H2: FTC compliance: what you must include in every listicle
• H2: Where to publish your listicles (tiered platform guide)
• H2: Wrapping up — your listicle publishing SOP

Keywords

• Primary: listicle SEO 2026, roundup article LLM
• Semantic: content for AI overview, LLM citation content format, FTC listicle disclaimer

CTA

• "Download our free listicle SOP template and publish your first LLM-optimized roundup article this week."

Article 4 · SEO vs GEO: Do You Need a Different Strategy for AI vs Google in 2026?

Introduction

• Hook: "SEO, GEO, AEO, HEO — the acronyms keep multiplying. But the real question is: do you need a different playbook for AI vs Google?"
• Context: How search behavior is shifting from Google to LLMs for research and purchasing decisions

Subheadings

• H2: How Google SEO and LLM GEO overlap (more than you think)
• H2: Where the strategies differ — and why it matters
• H2: Conversion rates: why LLM traffic converts 3–4x better than Google
• H2: How to build one content strategy that serves both Google and LLMs
• H2: The role of Google AI Overview as a bridge between SEO and GEO
• H2: Wrapping up — should you pivot to GEO in 2026?

Keywords

• Primary: SEO vs GEO 2026, generative engine optimization vs SEO
• Semantic: LLM vs Google traffic, AI overview strategy, GEO content marketing

CTA

• "Not sure whether to focus on Google or LLMs? Take our 5-question quiz to get a personalized visibility strategy recommendation."

Article 5 · How to Build Off-Site Topical Authority for LLM Rankings

Introduction

• Hook: "LLMs don't trust your website. They trust what everyone else says about you. Here's how to build that trust at scale."
• Context: The difference between on-site topical authority (traditional SEO) and off-site consensus (LLM SEO)

Subheadings

• H2: What is off-site topical authority and why do LLMs require it?
• H2: The tiered publishing framework: web 2.0 → budget guest posts → mid-tier guest posts
• H2: Unlinked brand mentions — why you don't always need a backlink
• H2: How to link strategically: Clutch, Capterra, G2 instead of direct links
• H2: How many articles do you need? Benchmarking by niche competitiveness
• H2: Wrapping up — your 90-day off-site consensus building roadmap

Keywords

• Primary: off-site topical authority LLM, consensus building SEO
• Semantic: unlinked brand mentions, guest posting LLM visibility, third-party citations AI

Entities

• Jabez Reuben, The Blueprints Agency, Medium, LinkedIn, Ghost.org, Clutch, Capterra, G2

CTA

• "Start building off-site consensus today — publish your first free web 2.0 listicle on Medium and track your first LLM citation within the week."

E-E-A-T recommendations

E

Experience

• Include real case study data: Jabez's 12-hour citation result, 2-day Gemini ranking for Primoindex
• Screenshot or record actual LLM citation appearances as visual proof
• Document your own publishing experiments with before/after LLM citation status
• Add timestamps or "last verified" dates to all LLM ranking claims

E

Expertise

• Cite Jabez Reuben and link to The Blueprints Agency / LLM Mastery Conference
• Reference the Ahrefs study on LLM citation weightage by content type
• Quote Rand Fishkin's research on changing search behavior patterns
• Explain technical concepts (fan-out queries, consensus building) in precise, correct terms

A

Authoritativeness

• Link outbound to Ahrefs, Search Engine Journal, or Moz for supporting data
• Reference FTC guidelines directly (link to the original FTC publication)
• Include author bio citing years of SEO/LLM experience and published case studies
• Get articles peer-reviewed by an active LLM SEO practitioner before publishing

T

Trustworthiness

• Add FTC-compliant disclaimer on every listicle: "editor's analysis" not "personally tested"
• Acknowledge what doesn't work: YMYL niches, niche competitiveness caveats
• Be transparent about the experimental, evolving nature of LLM SEO
• Include "last updated" dates — LLM ranking behavior changes monthly

Final review checklist

• 4-paragraph detailed video summary with full speaker context ✓
• 25 actionable key takeaways from the transcript ✓
• Step-by-step checklist: 4 categories with detailed sub-tasks ✓
• 5 article suggestions with titles, summaries & keyword pills ✓
• Detailed outlines for all 5 articles with H2 structure ✓
• SERP analysis: primary, semantic, entities, content types, subtopics ✓
• Suggested outbound link (Ahrefs GEO guide) ✓
• CTA integrated into all 5 article outlines ✓
• E-E-A-T recommendations across all 4 pillars ✓
• SEO-optimized titles and keyword targeting ✓
• FTC compliance guidance embedded in checklist ✓
• Formatted for WordPress-ready publication ✓

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