ChatGPT and LLM visibility agency

Get recommended by ChatGPT, Claude and Gemini.

Buyers ask ChatGPT, Claude and Gemini which software to shortlist before they ever visit a vendor's site. We make sure your brand is named, described accurately and recommended, and we show you the proof every month.

  • ChatGPT
  • Copilot
  • Claude
  • Gemini
  • Google AI Overviews
  • Perplexity

Trusted by VC-backed B2B teams

What is ChatGPT and LLM visibility?

ChatGPT and LLM visibility is how often, and how favourably, large language models such as ChatGPT, Claude and Gemini mention and recommend your brand when a buyer asks about your category. An LLM visibility agency improves it by shaping what the models know about you, what they retrieve at answer time and which sources vouch for you.

People sometimes call this ChatGPT SEO or LLM SEO. The name matters less than the mechanics. A language model does not rank pages. It builds an answer from what it learned in training, what it retrieves from the web when needed, and how confidently it can identify the brands involved.

This is one part of our wider GEO programme. This page covers the language-model specifics: how ChatGPT, Claude and Gemini differ, and what we do about it.

The three layers behind an LLM's answer
LayerWhat it isWhat we work on
What it already knowsBrand knowledge built from the web the model was trained onConsistent naming, category and positioning across every source that describes you
What it retrievesLive results fetched when a prompt needs fresh or niche informationBing and Google indexing, crawler access, answer-first pages
What it trustsThird-party lists, reviews and coverage that corroborate a brandCitation building on the lists, review sites and publications engines rely on

What our LLM visibility service includes

Five workstreams, run as one programme.

Language models reward brands that are recognisable, corroborated and quotable. We work on all three at once.

01

Prompt mapping

The questions your buyers ask ChatGPT, Claude and Gemini by role and buying stage, mapped with our PromptPath™ method, 150+ prompts across the funnel.

02

Entity and description

A consistent, accurate description of who you are across your site and the sources that describe you, so models do not guess or leave you out.

03

Citation building

Placement on the lists, review platforms and publications models retrieve and trust for your category.

04

Content and technical

Answer-first pages, Bing and Google indexing, crawler access and schema, so models can find and quote you.

05

Measurement

Visibility, share of voice and mention position by engine and prompt, tied to AI referral traffic and pipeline.

How an engagement works

From baseline to recommended in four phases.

  1. Weeks 1 to 2

    Audit and baseline

    Prompt set built, how each model answers today recorded, source gaps against named competitors identified.

  2. Weeks 3 to 6

    Fix and build

    Technical and entity fixes ship, priority pages rewritten, first third-party placements secured.

  3. Months 2 to 6

    Scale what works

    Monthly sprints against the prompts that drive pipeline, reported by engine.

  4. After that

    Hand over

    We train your team on the system and step back to light advisory. No open-ended retainer by default.

In depth

The detail behind the programme.

Why ChatGPT visibility is not Google ranking.

A strong Google ranking does not carry over to ChatGPT. Most of the brands we audit rank well and have clean backlink profiles, yet are missing from the answers ChatGPT gives for their own category. The two systems answer different questions. Google decides which pages to list. ChatGPT decides which brands to name.

That difference changes the work. With a language model you are trying to become a brand it recognises and trusts, so the effort goes into how consistently you are described, how many credible independent sources mention you, and whether your own pages answer the questions buyers ask. We explain the detail in our guide to how ChatGPT decides which brands to recommend.

It is also winner-takes-most. A model usually names only a handful of brands in an answer, so being fourth or fifth in your category can mean being absent from the response altogether.

How ChatGPT, Claude and Gemini decide who to name.

The three major assistants share a pattern but differ in the detail. Each combines what the model learned in training with information it can retrieve at the moment of the question. Each weighs how consistently a brand is described, and each tends to favour brands that independent sources already mention.

They do not behave the same way, which is why we track them separately. A prompt that names you in ChatGPT may leave you out in Gemini, and the sources each engine leans on can differ. A programme that reports one blended number hides the gaps, so ours reports by engine, by prompt and by buying stage.

We never rely on a single test. Answers vary between runs and between users, so we track a fixed prompt set repeatedly and report the pattern, not a screenshot of a favourable answer.

Bing, crawlers and the technical prerequisites.

When ChatGPT browses the web for an answer, it retrieves results through Bing. If your site is not indexed well in Bing, it may not make it into answers that depend on live search, regardless of how well you rank in Google. Most B2B teams have never looked at their Bing setup. We cover why in our guide to Bing and ChatGPT visibility.

Beyond Bing, we check that AI crawlers can reach and render your pages, that key content is not hidden behind scripts, and that pages load fast enough to be retrieved. These are prerequisites, not differentiators. They stop you losing before the content is even considered.

Lists, reviews and the sources behind the answer.

Language models lean heavily on what independent sources say about a brand. Industry roundups, "best of" lists, review platforms such as G2 and Capterra, analyst mentions and editorial coverage all tell a model that someone credible has already evaluated your category and included you.

That is why a large share of our work happens off your own site. We identify the lists and publications that models cite for your category, find the gaps between you and the competitors who are named, and prioritise where to earn coverage. Placement work runs through our digital PR service.

What we track, and what we cannot control.

We track a fixed set of buyer prompts across ChatGPT, Copilot, Claude, Gemini, Google AI Overviews and Perplexity. For each we record whether you are mentioned, how you are described, where you appear and which competitors appear instead. That gives you visibility, share of voice and mention position, benchmarked against named competitors. The method is on our methodology page.

What we cannot do is control the models. Nobody can guarantee a recommendation, and any agency that does is overselling. What we can do is remove the reasons you are being skipped, build the evidence that earns a mention, and show you honestly whether it is working.

Who this is for.

We work with B2B software and SaaS companies, most often at Series A and B, where buyers research vendors before they speak to sales. It matters less for brands that sell mainly through direct relationships, enterprise procurement or local search, and it is premature for pre-product companies, because third-party mentions depend on a live product with real users.

Why ChatGPT alone is no longer enough.

ChatGPT is still the default, but its lead is shrinking. In Goodie's 2026 AI search traffic report, ChatGPT's share of measured B2B AI referrals fell to about 63%, down from 89% eight months earlier, while Claude rose from 1.4% to 18.5%. That is a snapshot from one panel of B2B sites and a measure of referrals, not overall market share, but the direction is clear.

Google's Gemini and AI Mode, Microsoft Copilot inside Microsoft 365 and Perplexity are all growing in different ways. A programme that only watches ChatGPT will miss where your buyers are heading.

LLM visibility results.

All case studies →

By industry.

How much does LLM visibility work cost?

Every engagement starts with a fixed-scope strategy phase from £5,995 (+VAT). Ongoing Growth retainers typically start from £3,500 (+VAT) per month. Your roadmap is yours to keep.

See pricing

Who you'd be working with

The people who run your account

Every account draws on the whole team's experience, in-house and agency backgrounds spanning 30+ years combined in organic and AI search.

ChatGPT Visibility FAQs

Can you guarantee ChatGPT will recommend us?

No, and nobody can. Models change how they work often and their answers vary between runs and users. What we can do is remove the reasons you are being skipped, build the evidence that earns a mention, and track the result honestly by engine.

How do you track visibility in ChatGPT?

We track a fixed set of buyer prompts repeatedly across ChatGPT, Copilot, Claude, Gemini, Google AI Overviews and Perplexity, recording whether you are mentioned, how you are described, where you appear and which competitors appear instead. Because answers vary, we report the pattern across runs, not a single screenshot.

Does ChatGPT use Bing or Google?

When ChatGPT browses the web, it retrieves results through Bing, so Bing indexing matters for answers that depend on live search. Google rankings do not carry over automatically, which is why a brand can rank well on Google and still be missing from ChatGPT's answers.

Is LLM SEO different from GEO?

LLM SEO is one part of GEO. GEO covers visibility across every generative engine, including Google AI Overviews and Perplexity. This service focuses on the language-model assistants such as ChatGPT, Claude and Gemini and the specifics of how each decides which brands to name.

How long does it take to see results?

In our experience, early citation gains often appear within 8 to 12 weeks of the strategy phase finishing, and share of voice tends to compound over three to six months. Timelines vary by engine, category and competition, and we do not guarantee specific results.

How much does an LLM visibility agency cost?

The strategy phase is priced from £5,995 (+VAT) depending on scope, and Growth retainers typically start from £3,500 (+VAT) a month. See the pricing page for the full breakdown.

Find out what ChatGPT says about you.

Start with a free 20-minute call. We will show you where your brand and your closest competitors appear in AI answers, and tell you honestly whether we can help. No pitch deck.

Book a free 20-minute call