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GoldieBench Blog · 9 min read

LLM SEO Provider: Seven Picks, The Four Provider Types, And How The Models Behind The Answers Score

LLM SEO provider guide: 7 picks (my agency #1, disclosed), the 4 provider types, and how the models behind ChatGPT, Claude and Gemini score.

LLM SEO Provider: Seven Picks, The Four Provider Types, And How The Models Behind The Answers Score — illustrated hero

The LLM SEO provider I'd pick first is my own agency, Goldie Agency, and I'm telling you upfront that this is my own ranking so you can weigh the bias.

An LLM SEO provider is any agency, consultant, software company or in-house setup that helps your brand get named and cited when people ask ChatGPT, Claude, Gemini, Perplexity or Google's AI a question.

My other six picks are Peak Ace, Metehan Yesilyurt, Ahrefs Brand Radar, the Semrush AI Visibility Toolkit, Scrunch and AthenaHQ, and I checked each one on its own site on 18 October 2026.

If you'd like my team's view of your brand first, you can book a free SEO strategy session and get a custom game plan for Google and AI search.

In this post I'll explain the job, compare the four provider types and rank the seven providers.

Near the end, I'll show you how the AI models behind those assistants score on this leaderboard, and what that does and doesn't tell you.

Here's my full ranking of the seven LLM SEO providers in one table, with my agency at number one.

RankProviderTypeBest for
1Goldie Agency (mine)AgencyOwners who want the plan and the work done
2Peak AceAgencyTeams that want a four-stage LLM programme
3Metehan YesilyurtConsultantTeams that want a hands-on AI search researcher
4Ahrefs Brand RadarSoftwareTeams already using Ahrefs
5Semrush AI Visibility ToolkitSoftwareSmall and mid-sized teams and agencies
6ScrunchSoftwareBrands watching how AI agents use their site
7AthenaHQSoftwareWide tracking across many AI assistants

What is an LLM SEO provider?

LLM stands for large language model, which is the technology inside ChatGPT, Claude, Gemini and Google's AI answers.

LLM SEO is the work of making your brand easy for those models to find, trust and name.

The same work is often called GEO, for generative engine optimisation, or AEO, for answer engine optimisation.

In my GEO examples video I put the problem simply, because old SEO gave you ten blue links and position seven still got clicks.

An AI answer often names only one to three businesses, so there's no room left for number seven.

TermWhat it means in plain English
LLMA large language model, the system that writes the AI answer
LLM SEOGetting your brand named and cited in those answers
BaselineA dated record of what AI tools say today for your buyer questions
CitationA source the AI answer links to or names

The four types of LLM SEO provider

You need to pick the type before you pick the name.

TypeWhat you getWhen it wins
AgencyA team that plans and executes coverage, content, links and fixesYou don't have people to do the work
ConsultantOne senior person's diagnosis and planYou have a team and need direction
Tracking softwareDashboards of where AI answers mention you and competitorsYou need a baseline and ongoing measurement
In-house with AI agentsYour own people running agents that research, draft and trackYou want to keep the skill and the data

The most common mistake I see is buying a dashboard when the business really needed people to change things.

A tool measures the problem, and somebody still has to fix it.

📞 Not sure which type you need? Book a free SEO strategy session and my team will look at your site, your competitors and the keywords you're closest to winning, then give you a custom game plan.

The 7 best LLM SEO providers in 2026

RankProviderWhat their own page offers todayFirst step shown
1Goldie Agency (mine)A free AI brand visibility session for Google, AI Overviews, ChatGPT, Perplexity and Gemini, plus link building and site auditsA free strategy session
2Peak AceLLM consulting and GEO in four stagesA contact form
3Metehan YesilyurtSEO, AEO and GEO consulting with his own AI search researchA contact request
4Ahrefs Brand RadarBrand visibility tracking in LLMs, with custom promptsAn Ahrefs sign-up
5Semrush AI Visibility ToolkitVisibility benchmarks, sentiment, prompt research and an AI crawler auditA Semrush sign-up
6ScrunchAI monitoring, agent traffic, site optimisation and Agent PagesA free AI visibility audit
7AthenaHQMention tracking across 11+ major LLMs and citation analysisA demo request

1. Goldie Agency

Goldie Agency is the SEO and link-building agency I started on my own, and it now has 70+ people in Bangkok.

The site lists link building, a complete site audit and AI automation, with manual outreach and no PBNs.

In my GEO examples video my own screens show Google's AI Overview for "best HARO agency" listing five suppliers and linking Goldie Agency first, and that's my result rather than a promise for yours.

The free session page lists a custom visibility plan, an AI visibility roadmap, a competitor gap analysis and a plan for traffic, mentions and leads.

2. Peak Ace

Peak Ace's LLM consulting page says it aims to make your brand a trusted source in AI-generated answers, through prompting, monitoring, analysing and optimising.

3. Metehan Yesilyurt

Metehan's consultancy page lists technical SEO audits, AI search optimisation for ChatGPT, Perplexity and Gemini, content strategy for AI citations and custom MCP server development for SEO tools.

4. Ahrefs Brand Radar

Ahrefs says Brand Radar tracks your brand's visibility in LLMs, and that its AI marketing platform is built on its own web index.

5. Semrush AI Visibility Toolkit

Semrush says the toolkit benchmarks AI mentions, compares sentiment, researches prompts, tracks daily visibility and audits sites for issues that could block AI crawlers.

6. Scrunch

Scrunch calls itself an AI customer experience platform, and it lists Agent Pages for delivering an optimised experience to AI agents.

7. AthenaHQ

AthenaHQ describes itself as agents to win on AI search, with mention tracking across 11+ major LLMs and competitor monitoring.

I haven't paid any of the six third-party providers, so I'm describing what each says about itself.

I haven't listed prices, because I won't guess and plans change.

How to choose an LLM SEO provider

Use this checklist before you sign anything.

  • Write 20 buyer questions and record your own baseline of AI answers with dates and cited sources.
  • Decide who will do the work each week, because that tells you whether you need an agency, a consultant or a tool.
  • Check robots.txt yourself, because OpenAI and Perplexity both say to allow their search crawlers if you want to appear.
  • Remember that Google's AI features guide says AI Overviews and AI Mode need no special schema or AI text files.
  • Ask every provider who fact-checks AI-written content, because Google's generative AI guidance, updated on 1 October 2026, stresses manual review.
  • Agree a 90-day first phase and compare your baseline at the end.

Nobody can guarantee what a model says, and that includes me and Goldie Agency.

A provider controls the footprint a model reads and the honesty of the reporting, not the answer itself.

The method behind my number one pick

I call my system the answer engine, and it has three moves.

The first move is to be the source, because AI can't write about a test only you ran, so every page needs a real case study or result.

The second move is to be everywhere, with several sites and platforms pointing to the same answer so a brand can appear two to four times on page one.

The third move is to be first, which means publishing within 24 hours of a topic appearing.

AI reads the pages that rank and sums up what they say, so when several good pages agree on a name, it tends to repeat that name.

📞 Want the answer engine pointed at your brand? Grab a free SEO strategy session with my team, and we'll show you why competitors appear more often and where you can build a stronger presence.

Your first 30 days with an LLM SEO provider

The first month tells you whether the engagement will work, so here's what good looks like.

  • In week one, the provider reviews your baseline and agrees the priority buyer questions with you.
  • In week two, the provider audits your brand facts across your site, profiles and listings.
  • In week three, the provider picks the pages to rewrite in answer-first format, and you add the real case studies only you have.
  • In week four, the provider names the third-party sources to target first and agrees who will pitch and approve each piece.

By the end of the month you should hold a fact file, a page plan and a source plan, even before any answers change.

If you only bought a tool, you should at least hold a clean baseline and a list of the gaps it found.

Red flags when hiring an LLM SEO provider

  • Walk away from any provider who guarantees that ChatGPT, Gemini or Google's AI will recommend you.
  • Walk away from anyone who sells special schema or an AI text file as the secret, because Google says neither is needed.
  • Walk away from anyone who won't show you the raw answers behind their reports.
  • Walk away from any plan that is only more blog posts on your own site, because AI platforms look for consistent signals across the wider web.
  • Be careful with any tool sold as a complete solution, because a dashboard measures the problem and doesn't fix it.

Which AI models sit behind the assistants these providers track?

Now for the GoldieBench part, and I need to be clear about what it measures.

GoldieBench scores models on one-shot builds such as landing pages, apps, games and visuals, on a 0 to 10 scale.

It doesn't measure which brands an AI recommends, and it doesn't measure SEO results.

An LLM SEO provider doesn't ship its own model, and none of the seven providers above has a model on the board.

The assistants the tracking tools watch are built by model makers, so this is how those makers' models score on their live pages today.

ModelMakerThe maker's assistantGoldieBench average
Claude Opus 5AnthropicClaude8.27
GPT-5.6 SolOpenAIChatGPT8.16
GrokxAIGrok8.09
Claude Opus 5.5AnthropicClaude7.57
Gemini 3.6 FlashGoogleGemini7.08

Claude Opus 5 is the highest of these at 8.27, and GPT-5.6 Sol sits close behind at 8.16.

Claude Opus 5.5 averages 7.57, which shows that a newer model name doesn't always mean a higher build score on this board.

Gemini 3.6 Flash averages 7.08, and it's the only Gemini model on the board, so it's the closest view I have of that family.

Perplexity has no model on GoldieBench, so I can't give you a score for it.

The board also can't tell you which exact model version a consumer app runs at any moment, because the makers change that themselves.

What the model scores mean when you pick an LLM SEO provider

The scores don't tell you which assistant is easiest to get mentioned in, so please don't read them that way.

They matter more when a provider uses AI to produce work, such as drafting answer-first pages or checking your fact file.

A model that follows a detailed brief well first time leaves fewer mistakes for a human editor to catch.

Even so, the system around the model matters more than the model itself.

A provider with a clear brief, a source of truth and a human fact-check will beat a top model with no review step.

So ask every provider which assistants they track, how often they re-ask your questions and who checks the AI's drafts.

Related reading on GoldieBench

My best GEO agency post covers agencies that focus on generative engine optimisation.

My best AEO consultant post covers the one-person route.

In the same batch as this post, I also wrote about the generative engine optimization expert and the best LLM SEO agency.

If you'd like my team to look at your brand, you can book a free SEO strategy session and leave with a plan for traffic, mentions and leads.

Also On Our Network

Pick the provider type first, judge the system around the model, and you'll choose the right LLM SEO provider for your brand.

FAQ

What is an LLM SEO provider?

An LLM SEO provider is an agency, consultant, software company or in-house setup that helps your brand get named and cited in AI answers from ChatGPT, Claude, Gemini, Perplexity and Google's AI.

Who is the best LLM SEO provider in 2026?

Julian Goldie ranks his own agency, Goldie Agency, first and discloses the bias. His other picks are Peak Ace, Metehan Yesilyurt, Ahrefs Brand Radar, the Semrush AI Visibility Toolkit, Scrunch and AthenaHQ.

Can an LLM SEO provider guarantee a mention in ChatGPT?

No. Nobody can guarantee what a model says. A provider can improve the footprint a model reads and report honestly.

Do LLM SEO providers ship their own AI model?

No. None of the seven providers in this post has a model on GoldieBench. The assistants they track are built by companies like OpenAI, Anthropic, Google and xAI.

How do the models behind ChatGPT, Claude, Grok and Gemini score on GoldieBench?

Claude Opus 5 averages 8.27, GPT-5.6 Sol 8.16, Grok 8.09, Claude Opus 5.5 7.57 and Gemini 3.6 Flash 7.08. GoldieBench measures one-shot builds, not which brands an AI recommends.

Does Perplexity have a score on GoldieBench?

No. Perplexity has no model on the board, so there is no score to show for it.

The same stack Julian uses

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