LLM Visibility Consultant · ChatGPT, Perplexity, Gemini, Claude

Your LLM visibilityconsultant.

You want to be there when buyers ask ChatGPT, Perplexity, Gemini or Claude about your space. I am the consultant who makes that happen — it is called GEO, but you do not need the jargon to want it.

Check your LLM visibility → See what I do

Plain language. One accountable expert — not an “AI” retainer.

LLM Visibility CheckLive
ChatGPTMentioned by buyers
PerplexityCited as a source
GeminiSurfaced in answers
ClaudeTracked share of voice
Experience across
Netpeak GroupAcademyOceanDataImpulseGoogle for StartupsSaaSFintech
01 / The shift

Your buyers now ask an LLM before they ask Google.

Someone evaluating tools in your category opens ChatGPT, Perplexity, Gemini or Claude and asks who the good options are. The model names a handful. If you are not in that handful, you were never considered — and you will never see it in your analytics.

01

Invisible in the answer

Buyers ask “what are the best tools for X” and the LLM lists three names. Yours is not one of them, and you never find out.

02

You rank, but it does not matter

You hold solid Google positions, yet the AI answer your buyer actually reads cites competitors instead of you.

03

The model is unsure who you are

If ChatGPT or Perplexity cannot pin down what you do and who you serve, it reaches for clearer, more-cited names instead.

The point of view

GEO, said in plain language: be the name the model mentions.

Generative engine optimization is the work behind being mentioned and cited inside LLM answers. Most buyers do not search for “GEO” — they just want to show up when someone asks ChatGPT or Perplexity. It comes down to a clear entity, structured data, answer-shaped content and real source authority, run as one system with AI from day one. I improve your odds of being retrieved and cited. I do not promise placement, because no honest consultant can.

02 / What I do

LLM visibility, end to end.

Concrete work that moves whether LLMs mention and cite you, not a vague retainer with an AI sticker on it.

Check● Scoped

LLM visibility check

Where you are mentioned and cited across ChatGPT, Perplexity, Gemini and Claude today, versus competitors, on the real questions your buyers ask.

Entity● Built

Who-you-are clarity

Make your company unambiguous to models: entity modeling, schema markup and consistent facts across the web, so they know exactly what you do.

Content● Built

Answer-ready content

Pages models can lift and cite, mapped to the questions buyers actually type into LLMs about your category.

Authority● Built

Citations & mentions

The third-party mentions, listings and sources LLMs trust, so you sit in the set they pull from when they answer.

Foundations● Aligned

Search foundations

The technical and on-page basics still feed the models, kept aligned with the goal of being seen in LLMs.

Monitoring● Live

Visibility monitoring

Ongoing tracking of mentions, citations and share of voice across ChatGPT, Perplexity, Gemini and Claude, tied to pipeline, not vanity metrics.

03 / Process

How an LLM visibility engagement runs.

1

Check the baseline

See where you stand today across LLMs and real buyer questions, and find the entity, content and authority gaps holding you back.

2

Fix who-you-are first

Entity clarity and structured data are the fastest-moving layer, so the models can actually read and place you.

3

Content & citations

Ship answer-ready content and build the third-party mentions LLMs trust, mapped to the questions buyers ask.

4

Monitor & compound

Track mentions and share of voice, double down on what gets cited, adapt as models re-crawl and re-rank sources.

Buyers ask an LLM now. The job is simple: be the name it mentions.
// Andrii Byzov — AI-native fractional CMO & LLM visibility consultant
4×REVENUE GROWTH YoY (operator track record)
5×LOWER CAC DELIVERED
15+ yrsFINTECH & SAAS, AI-NATIVE
Andrii Byzov, LLM visibility consultant for B2B SaaS Andrii Byzov  /  LLM visibility consultant
Who you work with

An operator, not an “AI” reseller.

I am Andrii Byzov — an AI-native marketing operator who has led growth across B2B SaaS and fintech, including CMO roles at DataImpulse and AcademyOcean (Netpeak Group).

I work in plain language and build systems that replace two or three manual roles, not a ChatGPT tab open on the side. 15+ years of demand work plus an AI-native bias, in one accountable engagement. I write about LLM visibility on my blog.

AI-nativeSINCE THE GPT ERA
0→14TEAM BUILT & LED
SoloONE ACCOUNTABLE EXPERT
04 / Fit

Is an LLM visibility consultant right for you?

A strong fit if

  • +You are a B2B SaaS or tech company whose buyers research in ChatGPT, Perplexity, Gemini or Claude.
  • +You want to be mentioned in AI answers, even if you have never heard the word “GEO”.
  • +You want visibility built as a system, not a keyword retainer.
  • +You want one accountable expert who explains the work in plain language.

Not a fit if

  • −You want a guaranteed mention in ChatGPT — no honest consultant promises that.
  • −You have no website authority or content to build on yet.
  • −You are chasing a one-week hack, not a compounding asset.
  • −Your buyers never touch LLMs or AI search.
05 / FAQ

LLM visibility, answered honestly.

What is an LLM visibility consultant? +
An LLM visibility consultant helps your company get mentioned and cited inside answers from large language models — ChatGPT, Perplexity, Gemini and Claude — when buyers ask about your category. The work covers entity clarity, structured data, answer-ready content and citation authority. The technical name for it is generative engine optimization (GEO), but you do not need the jargon to want the outcome.
Is “LLM visibility” just GEO? +
Yes, in plain language. Generative engine optimization (GEO) is the industry term; LLM visibility is what buyers actually want — to be seen and mentioned across ChatGPT, Perplexity, Gemini and Claude. If you want the measurement side, see AI visibility; for the broader AI-SEO role, see AI SEO consultant.
Can you guarantee I get mentioned in ChatGPT? +
No. No one controls those systems, so no one can honestly guarantee a mention or citation. The work improves your odds of being retrieved and cited, then measures your presence across the models over time.
How is this different from SEO? +
SEO gets you ranked on Google. LLM visibility gets you mentioned inside the AI answer your buyers increasingly read instead of clicking links. The foundations overlap, but the leverage points are different. See AI search optimization for the wider picture.
Which LLMs do you cover? +
ChatGPT, Perplexity, Gemini and Claude, plus Google AI Overviews. These are where B2B buyers now research, so the work targets being mentioned and cited across all of them, not just one.
How soon will I see results? +
Entity and schema fixes can shift presence in weeks. Durable citation authority is a quarter-plus effort that compounds as the models re-crawl and re-rank the sources they trust.
Start here

See if LLMs mention you.

A focused LLM visibility check shows where ChatGPT, Perplexity, Gemini and Claude mention you, where they cite competitors, and the highest-leverage fixes.

Check your LLM visibility →

Operator-led · AI-native · B2B SaaS