a zine about getting found — issue 01
filed under: home / services / Generative Engine Optimization

GENERATIVE ENGINE OPTIMIZATION + SOURCE AUTHORITY

GEO Services.

GEO services help your brand become accurately understood, cited and recommended across AI-driven search, ChatGPT, Perplexity, Gemini and Google AI, with the source work and measurement behind the claim.

  • Direct with Dima
  • SEO + GEO foundation
  • No citation guarantees

DIRECT ANSWER

What is generative engine optimization (GEO)?

Generative engine optimization (GEO) improves the likelihood that a brand is accurately mentioned, cited or recommended inside AI-generated answers. The work combines prompt research, technical retrieval, entity optimization, source-grade content, structured data, digital PR, links and independent corroboration. It targets the evidence used by AI engines and large language models (LLMs), not a secret switch inside an AI model.

GEO complements search engine optimization and answer engine optimization. Strong rankings, accessible pages and authority can help a source become discoverable, while GEO adds the query, source and entity work needed for generative engines like ChatGPT, Perplexity, Gemini, Copilot and Google AI to interpret the brand correctly. The commercial objective is AI visibility when buyers ask for a comparison, recommendation or trusted provider.

01 / WHEN TO INVEST

When GEO becomes commercial work.

Generative engine optimization matters when buyers use AI search to build a shortlist, compare options or validate a provider and your brand is absent, inaccurate or unsupported.

01

Competitors own the generated shortlist

ChatGPT, Perplexity, Gemini or Google AI repeatedly recommend other brands for commercial prompts where your company should be considered.

02

The brand is mentioned inaccurately

Generative AI systems confuse the company, use outdated facts or omit the products, locations and proof that matter to a buying decision.

03

Strong pages are not used as sources

Content ranks or earns traffic, but the passages are difficult to retrieve, verify or quote and third-party corroboration is weak.

04

AI visibility cannot be explained

The team has screenshots but no fixed prompt landscape, citation baseline, source map, implementation log or connection to qualified demand.

02 / GEO SERVICES

Generative engine optimization (GEO) services, from audit to authority.

A complete GEO service joins diagnosis, content optimization, technical implementation, entity work, off-page authority and measurement. Monitoring alone can reveal absence, but it cannot change the source ecosystem causing it.

01

Prompt landscape and citation audit

Map high-intent prompts, follow-up questions, brand mentions, citations, answer accuracy, competitor share and the recurring sources each generative engine uses.

02

Source and competitor gap analysis

Compare the domains, pages, formats and claims that earn citations. Separate gaps on the owned website from gaps requiring third-party authority.

03

Entity and knowledge graph clarity

Align company, people, products, services and locations across visible copy, profiles, structured data and authoritative references so the brand is unambiguous.

04

Source-grade content engineering

Optimize expertise, original data, case studies, comparisons and direct answers into structured content with factual passages that can stand alone when retrieved.

05

Technical GEO and retrieval

Audit and optimize crawling, indexing, rendering, canonicals, internal links, server-rendered HTML, bot access and structured data that matches visible content.

06

Digital PR and citation authority

Earn relevant coverage, links and expert mentions on publications and communities that buyers read and generative systems repeatedly retrieve.

07

AI answer accuracy and reputation

Identify outdated or incorrect descriptions, close evidence gaps and improve the sources that shape how AI systems summarize the company.

08

Generative visibility measurement

Track prompt coverage, named mentions, citation share, source URLs, sentiment, AI referrals, assisted leads and commercial outcomes against one baseline.

03 / OPERATING MODEL

How a generative engine optimization agency works.

Generative engines use different AI models, search indexes and source-selection systems. Effective GEO strategies optimize the layers the brand can control instead of pretending there is one universal ranking algorithm.

RETRIEVE

Can the evidence be discovered?

Priority pages need crawlability, indexation, internal links, stable canonicals and meaningful server-rendered HTML. Technical SEO and technical optimization remain the entry point for generative search.

UNDERSTAND

Is the entity unambiguous?

Names, offers, people, products and locations must agree across the website, structured data and credible external profiles so AI systems and language models understand the correct brand.

CORROBORATE

Can the claim be verified?

Original evidence, named expertise, useful case studies, links and independent mentions help generative engines compare claims without relying on self-description alone.

MEASURE

Did visibility create value?

Prompt coverage, citations, answer accuracy and source share connect to AI referral traffic, assisted journeys, leads and conversion instead of ending at a dashboard score.

04 / GEO AND SEO

Traditional SEO and GEO: one foundation, different visibility.

SEO optimizes for search engine result visibility and clicks. GEO targets how brands and sources are represented inside generative results. It requires technical SEO, useful content and authority from traditional search, then adds entity and citation signals for optimization for AI-generated answers.

DIMENSIONSEOGEO
Primary outcomeRanking + clickMention, citation + action
Research unitKeyword and SERPPrompt, answer + source set
Content unitUseful destination pageSource-grade page + passage
AuthorityLinks + brand demandLinks, entities + corroboration
MeasurementRankings, clicks, revenueCitation share, accuracy + revenue

05 / AI SEARCH OPTIMIZATION

Generative search systems are not one ranking.

The prompt landscape is tested separately across relevant generative AI platforms because source use and answer output vary. This approach to GEO keeps the website, entity and authority work coordinated.

OPENAI

ChatGPT search

Track whether the brand is named, how it is described, which pages are cited and which external sources repeatedly shape commercial recommendations.

Track: mentions, citations, accuracy, referrals
GOOGLE AI

AI Overviews + AI Mode

Indexed and snippet-ready pages still depend on normal SEO fundamentals. Monitor supporting links, citation patterns and the queries where generative results appear.

Track: AI visibility, supporting links, clicks
PERPLEXITY

Sourced generative answers

Prompt tests expose recurring domains, source diversity and whether owned or earned pages supply the factual passages used in an answer.

Track: source share, mentions, visits, leads
OTHER AI ENGINES

Gemini, Copilot + Claude

Coverage expands when these platforms matter to the audience. Reporting remains focused on buying behavior rather than a large list of low-value LLM tests.

Track: presence, accuracy, commercial relevance

WHO GEO IS FOR

GEO services for B2B, ecommerce and professional services.

Generative engine optimization services help when AI search influences a real purchase or shortlist. The foundation for effective GEO is enough first-hand expertise, product data or service evidence to optimize and corroborate.

B2B + SAAS

Complex research journeys.

B2B buyers ask LLMs to compare platforms, integrations, risks and vendors. GEO work connects category pages, product evidence, documentation and third-party validation.

ECOMMERCE

Product recommendations.

Product facts, categories, reviews, merchant data and comparison content help AI engines understand which offer fits a specific query and buying constraint.

PROFESSIONAL SERVICES

Trust before contact.

Healthcare, legal, finance and consulting brands need named expertise, careful claims, local or sector evidence and strong human review before generative AI can be useful.

MULTI-LOCATION

Local entity accuracy.

Locations, services, profiles, reviews and consistent business facts support local AI visibility without creating a separate page for every possible prompt.

PRACTICAL SCOPE

What GEO optimization strategies can change.

Generative AI optimization improves discoverability, understanding and corroboration. It does not create model control or turn thin content into trusted evidence.

OWNED SOURCES

Make the website worth retrieving.

Commercial pages, documentation, research, comparisons and case studies need clear facts, original value and useful structure. Optimize the page for people first; more AI-generated copy is not the objective.

ENTITY SIGNALS

Remove contradictory facts.

Visible naming, authorship, offers, locations and schema should agree across the site and credible profiles. Structured data supports clarity but does not create authority by itself.

EARNED SOURCES

Build independent corroboration.

Relevant links, expert mentions, reviews, digital PR and community references help generative search systems verify important claims beyond the company website.

HUMAN REVIEW

Protect accuracy and reputation.

Subject-matter review, source checks and named ownership matter when content affects health, finance, legal or other high-trust decisions.

GEO improves conditions, not control.No generative engine optimization agency can force a permanent citation, guarantee a recommendation or promise the same answer across every user, AI model and date.

06 / IMPLEMENTATION

A three-month GEO roadmap.

The program establishes the prompt and source baseline, ships the highest-value technical, content and authority work, then retests the answers and reinforces what moves.

Month 1

Baseline, sources and retrieval

Build the prompt landscape, record current mentions and citations, map competitor sources, audit technical retrieval and define the entities, claims and commercial decisions the brand can prove.

  • Cross-platform citation baseline
  • Prompt, source and entity map
  • Prioritized retrieval and trust backlog
Month 2

Evidence, content and authority

Rebuild priority pages around clear claims and first-hand proof, publish missing source assets, validate entity markup and begin targeted digital PR around evidence worth referencing.

  • Published source-grade pages
  • Validated entity and schema layer
  • Live outreach and authority plan
Month 3

Retest, measure and reinforce

Rerun the controlled prompt set, compare source use and answer accuracy, inspect AI referrals and assisted conversions, then reinforce the pages and third-party sources showing useful movement.

  • Generative visibility report
  • Implementation and source log
  • Next 90-day GEO roadmap

07 / FIRST-HAND EVIDENCE

SEO and GEO strategy with measurable growth.

An early-stage AI startup in the mental-health space needed a six-month search and generative visibility strategy across the US, UK, Canada and Australia. I consulted through February and March, built the roadmap, and handed it off for execution in late April.

AI STARTUP · YMYL HEALTH

9x daily non-branded clicks.

The work included keyword and content gaps, technical fixes, link acquisition planning and AI citation optimization. Google Search Console later showed daily non-branded impressions rising from about 225 to 980 and clicks from about 3 to 27.

This is evidence for the timing and impact of the integrated strategy, not proof that one GEO tactic caused every movement or a claim of guaranteed AI citations. The first months built the runway before compounding growth appeared.

4.4x
daily impressions
9x
daily clicks
4
target markets
Open the full case →
Google Search Console chart showing non-branded growth for an AI mental-health startup
Google Search Console · six-month custom non-branded query filter

08 / GEO PERFORMANCE

Measure citations and what happens next.

Every comparison records the prompt, platform, market, date, output and source URLs. The report connects AI visibility to the commercial actions the brand can measure.

VISIBILITY

Mentions and citation share.

Brand presence, competitor share, recommendation position and coverage across the controlled prompt landscape.

SOURCE QUALITY

URLs, accuracy and sentiment.

Cited pages, source diversity, factual accuracy, entity fit, outdated claims and whether the answer uses evidence correctly.

COMMERCIAL IMPACT

Referral through qualified action.

AI referrals, landing paths, assisted journeys, leads, revenue and self-reported attribution beside organic performance.

BASELINEIMPLEMENTRETESTBUSINESS IMPACT

09 / ENGAGEMENT MODEL

GEO audit, consulting or managed delivery.

The right format depends on the search foundation and the SEO, content, engineering and PR resources already in place. Scope follows the baseline.

How much do GEO services cost?

Price depends on markets, products, prompt volume, priority pages, competitors, platforms, source gaps and implementation ownership. A focused audit costs less than a managed program including content, digital PR, technical changes and ongoing monitoring. Paid media services are outside this scope unless the proposal explicitly adds them. Every proposal defines deliverables, owners, cadence and exclusions after the baseline review.

10 / BUYER CHECKLIST

How to choose the right GEO agency.

Rankings of top GEO agencies or top generative engine optimization providers can help build a shortlist, but strong GEO agencies focus on research, source gaps, implementation and measurement. The right partner can work with existing SEO agencies, an in-house digital marketing or digital PR team without selling renamed SEO services, AI SEO services or generic search optimization services.

Effective GEO ensures the brand has a documented path from prompt to source to commercial action. Entity optimization to increase clarity is useful, but nobody can guarantee that a brand will appear at the top of every generated response.

  • Baseline: Will the agency document prompts, platforms, competitors, mentions and current citations first?
  • Sources: Can it distinguish owned-site gaps from the third-party publications and communities influencing answers?
  • Execution: Who implements technical, content, entity and structured data changes?
  • Authority: Does the plan include legitimate links, digital PR and independent corroboration rather than manufactured consensus?
  • Measurement: Are mentions, citations, accuracy, referrals, leads and revenue reported together?
  • Limits: Will the provider state clearly that rankings and generated citations cannot be guaranteed?

PRIMARY-SOURCE CHECK

Google does not require special GEO markup.

Google states that normal SEO best practices remain relevant for its AI features, eligible pages must be indexed and snippet-ready, and no special schema is required for inclusion. Structured data must also represent visible content. GEO therefore extends a sound search foundation with source, entity and measurement work rather than bypassing it.

Read Google’s AI features guidance · Read the markup guidelines

11 / FAQ

GEO questions, answered directly.

Visible answers and FAQ schema use identical text. Nothing appears in structured data that a reader cannot inspect here.

What is generative engine optimization?
The discipline, usually shortened to GEO, improves the likelihood that a brand is accurately mentioned, cited or recommended inside AI-generated answers. It combines prompt research, technical retrieval, entity clarity, source-grade content, structured data, links and third-party corroboration. GEO does not manipulate a model or guarantee a citation. It strengthens the web evidence that systems such as ChatGPT, Perplexity, Gemini, Copilot and Google AI can discover, interpret and verify when producing a response.
What do generative engine optimization services include?
These services include a prompt and citation baseline, competitor source analysis, entity mapping, technical retrieval, content restructuring, authority development and ongoing AI visibility tracking. The exact scope depends on what prevents the brand from appearing today. Some companies need stronger owned content; others need consistent facts, independent mentions or better source coverage. A credible engagement connects every recommendation to an owner, implementation task, retest date and commercial outcome.
What does a generative engine optimization agency do?
A GEO agency tests how AI platforms currently describe a brand, identifies the prompts and sources shaping those answers, then improves the technical, content, entity and authority signals it can control. The agency may rebuild pages, publish original evidence, correct inconsistent facts, implement relevant schema and earn trustworthy third-party coverage. It should also retest a fixed prompt set and report citations, mentions, accuracy, referral traffic and qualified actions instead of presenting isolated screenshots as durable rankings.
How is GEO different from SEO?
SEO improves visibility and clicks from ranked search results, while GEO focuses on mentions, citations and recommendations inside synthesized answers. The disciplines share crawlability, useful content, links, authority and technical quality. GEO adds prompt landscapes, source mapping, entity consistency, extractable evidence and cross-platform answer measurement. Strong traditional SEO often helps a source become discoverable, but a page-one ranking alone does not guarantee that a generative system will select, trust or accurately represent the brand.
What is the difference between GEO and AEO?
GEO improves the wider brand and source ecosystem used by generative systems, while AEO focuses more tightly on making a specific page or passage easy to retrieve as a direct answer. GEO therefore emphasizes entity authority, third-party corroboration, citation patterns and brand representation. AEO emphasizes concise definitions, question coverage, comparisons, steps and answer-ready structure. The work overlaps, so most programs use both rather than treating them as competing replacements for SEO.
Which AI platforms can GEO target?
GEO can target the AI platforms buyers actually use, commonly ChatGPT, Perplexity, Gemini, Google AI Overviews or AI Mode, Microsoft Copilot and Claude. Each system has different retrieval behavior, source preferences and output variability, so there is no universal AI rank. I define a controlled prompt set by market and commercial intent, test relevant platforms separately, and concentrate implementation and reporting on the surfaces that can influence a real buying journey.
Can GEO guarantee citations in ChatGPT or Perplexity?
No. A GEO company cannot force a model to cite a page, recommend a brand or preserve the same answer over time. Outputs vary by prompt wording, location, model, retrieval mode, session and date. The work improves controllable conditions: accessible source pages, factual clarity, explicit entities, first-hand evidence and independent corroboration. Progress should be reported as repeatable changes across a documented prompt set, not as a promise tied to one favorable response.
How long does generative engine optimization take?
Initial technical and on-page GEO changes can be shipped during the first month, but dependable visibility usually takes several months. Retrieval-driven systems may reflect a recrawled source sooner, while entity trust, third-party authority and durable category association compound more slowly. Timing depends on the site, competition, publication speed and the sources each platform uses. I establish the baseline first, log implementation dates and separate early movement from lasting citation share.
How is GEO performance measured?
GEO performance is measured with a fixed prompt landscape and dated tests across relevant platforms. Core metrics include brand mention rate, citation share, cited URLs, competitor presence, answer accuracy, sentiment and source diversity. Those indicators sit beside AI referral sessions, assisted conversions, qualified leads and self-reported attribution. Traditional rankings and organic traffic remain visible because AI search and classic search often depend on the same pages, links and authority signals.
How should I choose a GEO agency?
Choose a GEO agency that documents prompts, platforms, competitors and sources before editing; explains how SEO, AEO, content, entities and digital PR fit together; and identifies who implements each change. Lists of top GEO agencies can build a shortlist, but the right GEO agency should show its measurement method, not only a dashboard score. Avoid companies selling permanent citations, fabricated consensus or large volumes of thin AI content.

START WITH THE BASELINE

Find why generative engines leave you out.

Send the website, target market and the questions buyers ask before choosing you. I will review the current search foundation, prompt landscape and source gaps, then show whether the next move is technical GEO, better evidence, entity work or stronger authority.

  • Prompt + citation gap
  • Owned and earned source priorities
  • Clear implementation route
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