Generative Engine Optimization · AI Search

Get cited whenbuyers ask AI.

I run generative engine optimization services for B2B SaaS — so your company is the answer in ChatGPT, Perplexity, Gemini and Google AI Overviews, not a blue link no one clicks.

Built for the search shift — AI-native, operator-led.

AI Visibility IndexLive
ChatGPTCited presence
PerplexityCited sources
Google AI OverviewsSurfaced answers
GeminiTracked share of voice
Experience across
Netpeak GroupAcademyOceanDataImpulseGoogle for StartupsSaaSFintech
01 / The shift

Your buyers stopped Googling. They ask AI.

A growing share of B2B research now starts inside ChatGPT, Perplexity and AI Overviews. The answer names a few sources — and if it is not you, you never enter the shortlist.

01

Invisible in the answer

AI engines synthesize one answer and cite a handful of sources. Ranking #4 on Google means nothing if the model never names you.

02

No clicks to optimize

Zero-click answers strip away the traffic your old SEO playbook was built to win. Impressions move to mentions and citations.

03

Your entity is fuzzy

If models cannot tell who you are, what you do and who you serve, they default to louder, clearer competitors.

The point of view

GEO is not a trick. It is an operating system for AI search.

Getting cited by AI is the compound result of a clear entity, structured data, answer-shaped content and real authority — built and measured like a system, not sprinkled on as keywords. I build that system and run it with AI from day one, so a lean team ships visibility, not busywork.

02 / What I do

Generative engine optimization, end to end.

Concrete work that moves your presence in AI answers — not a vague “AI SEO” retainer.

AI Visibility Audit● Scoped

AI visibility audit

Where you are mentioned and cited across ChatGPT, Perplexity, Gemini and AI Overviews today, versus competitors, on real buyer prompts.

Entity & Schema● Built

Entity & structured data

Make your company unambiguous to machines: entity modeling, schema markup, knowledge-graph and consistency across the web.

Content for Retrieval● Built

Retrieval-ready content

Answer-shaped pages and definitions that AI engines can lift and cite, mapped to the questions your buyers actually ask.

Citation Authority● Built

Citation & source authority

The mentions, listings and third-party sources that AI models trust — so your brand is in the set they pull from.

Monitoring● Live

AI-search monitoring

Ongoing tracking of mentions, citations and share of voice across engines, with prompts that match real demand.

Reporting● Live

Visibility reporting

A clear view of presence over time and what to fix next — tied to pipeline, not vanity metrics.

03 / Process

How a GEO engagement runs.

1

Audit & baseline

Measure where you stand in AI answers today across engines and buyer prompts, and find the entity, content and authority gaps holding you back.

2

Fix the foundation

Entity clarity and structured data first — the highest-leverage, fastest-moving layer. Make you legible to the machines.

3

Content & citations

Ship retrieval-ready content and build the source authority AI models trust, mapped to the questions that drive pipeline.

4

Monitor & compound

Track presence and share of voice over time, double down on what gets cited, and keep adapting as engines re-rank sources.

The next decade of search is being cited, not ranked. I help B2B SaaS win it.
// Andrii Byzov — AI-native fractional CMO
REVENUE GROWTH YoY (operator track record)
LOWER CAC DELIVERED
15+ yrsFINTECH & SAAS, AI-NATIVE
Andrii Byzov, AI-native fractional CMO and GEO specialist Andrii Byzov  /  GEO & AI search
Who runs it

An operator, not an AI-SEO 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).

GEO is where my AI-native bias and 15+ years of demand work meet. I do not bolt “AI” onto an old SEO retainer — I build your AI-search visibility as a system and run it hands-on. I write about it regularly on my blog.

AI-nativeSINCE THE GPT ERA
0→14TEAM BUILT & LED
SoloOPERATOR-LED, NOT AN AGENCY
04 / Fit

Is GEO worth it for you yet?

A strong fit if

  • +You are a B2B SaaS or technology company whose buyers research in AI tools.
  • +You rank fine on Google but are absent from AI answers.
  • +You want AI-search visibility built as a system, not a keyword retainer.
  • +You care about being the cited source, not just the #4 blue link.

Not a fit if

  • You want a guaranteed #1 spot in ChatGPT — no honest operator 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 are purely offline and never touch AI search.
05 / FAQ

GEO, answered honestly.

What is generative engine optimization (GEO)? +
GEO makes your company the answer when buyers ask AI engines like ChatGPT, Perplexity, Gemini and Google AI Overviews. It combines entity clarity, structured data, retrieval-ready content and citation authority so AI systems surface and cite you.
How is GEO different from SEO? +
Classic SEO optimizes for ranking links on Google. GEO optimizes for being retrieved and cited inside AI-generated answers, where there is often no click and only a few sources are named. Fundamentals overlap, but GEO leans harder on entity modeling, source authority and answer-shaped content.
Can you guarantee citations in ChatGPT or Perplexity? +
No. No one controls those systems, so no one can honestly guarantee placement. The work improves your odds of being retrieved and cited — by making your entity unambiguous, your content answer-shaped and your authority strong — then measuring presence across engines over time.
How do you measure AI search visibility? +
By tracking how often your brand is mentioned and cited across a set of buyer-intent prompts in ChatGPT, Perplexity, Gemini and Google AI Overviews, plus share of voice versus competitors and referral traffic from AI engines.
How long until GEO shows results? +
Entity and schema fixes can shift presence in weeks. Durable citation authority and content coverage is a quarter-plus effort. It compounds — early structural work pays off as engines re-crawl and re-rank sources.
Is this the same as “AI SEO” or AEO? +
They are overlapping names for the same shift — optimizing for AI answers and answer engines rather than only blue-link rankings. I work across all of it: GEO, answer engine optimization (AEO) and AI search visibility. Prefer one accountable advisor over a done-for-you service? Work with me as a GEO consultant.
Start here

See where you stand in AI search.

A focused GEO audit shows exactly where AI engines mention you, where they cite competitors, and the highest-leverage fixes.

Book a GEO audit

Operator-led · AI-native · B2B SaaS