Understanding Generative Engine Optimisation
Generative Engine Optimisation, usually shortened to GEO, is the process of improving how your organisation, services, products, and expertise are found, understood, and represented within AI-generated answers.
These answers may appear in OpenAI ChatGPT Search, Google AI Overviews and AI Mode, Google Gemini, Microsoft Copilot Search in Bing, Anthropic Claude, and AI answer engines such as Perplexity.
These products do not all work in the same way. Some are built into established search engines. Others are conversational assistants or answer engines that allow people to ask follow-up questions and continue researching a subject.
Instead of presenting only a list of website links, they may create a written response by finding, interpreting, comparing, and combining information from several sources.
Those sources could include:
An AI-generated answer might mention your organisation, summarise your services, compare you with competitors, include you among possible providers, or cite your website as a supporting source.
GEO considers whether these platforms can clearly establish who you are, what you provide, who you help, where you operate, and why your organisation may be a relevant, credible, and useful source.
AI search in everyday use
People can encounter AI-generated answers through conventional search engines, conversational assistants, workplace software, and specialist answer engines.
They might ask ChatGPT or Claude to investigate a problem, use Gemini to compare possible solutions, encounter a Google AI Overview during an ordinary search, or use Copilot Search in Bing to explore a subject.
These platforms may do more than answer the original question. They can introduce related issues, suggest possible solutions, compare different approaches, and shape the next question the person asks.
A GEO audit does not automatically test every available AI platform. The most relevant platforms, subjects, competitors, and number of questions are agreed before the work begins.
This keeps the research focused, useful, and proportionate rather than increasing the cost by testing platforms that may have little relevance to your audience.
ChatGPT allows people to begin with a broad problem and develop their research through follow-up questions.
When ChatGPT Search is used, the answer can draw on current web information and provide links to relevant sources.
Someone could begin by asking:
“Why is my website visible in search but not generating enquiries?”
They could then ask about SEO, accessibility, usability, analytics, conversion, suitable consultants, or the evidence behind the suggestions.
Google AI Overviews can appear within an ordinary Google search and provide an AI-generated summary with links to relevant websites.
Someone searching for:
“How can I improve website enquiries without damaging SEO?”
may see an overview of possible considerations before choosing which websites to visit.
AI Mode provides a more conversational search experience, allowing people to ask follow-up questions, compare approaches, and investigate the subject in greater depth.
Gemini is Google’s separate conversational AI assistant.
Someone might ask it to:
“Explain how SEO, accessibility, usability, and conversion work together on a website.”
They could then ask Gemini to compare different types of audit, create a list of questions for potential consultants, or investigate providers with relevant experience.
Gemini can therefore become part of a longer research and decision-making process rather than answering one isolated question.
Copilot Search in Bing, sometimes still referred to informally as Bing AI, provides summarised answers, cited sources, and suggestions for further exploration.
Someone might ask:
“What should we review before making major changes to our website?”
Copilot might introduce technical SEO, search demand, analytics, website structure, accessibility, mobile usability, forms, messaging, content, and conversion.
The suggested areas can lead the person towards services or expertise they had not considered when they began searching.
Claude is the conversational AI assistant created by Anthropic.
Someone might use Claude to investigate a more complex decision, such as:
“Should we commission one combined digital audit or separate reviews of SEO, content, accessibility, and conversion?”
When web search is used, Claude can gather current information from multiple sources and provide citations within its response.
Follow-up questions can then be used to compare approaches, develop selection criteria, and investigate suitable providers.
Selected answer engines, such as Perplexity, may also be included where they are relevant to the organisation and its audience.
Someone could ask:
“What should I compare when choosing a Generative Engine Optimisation consultant? Include sources.”
Perplexity searches the web and creates conversational answers supported by citations and links to original sources.
This makes the clarity, accuracy, evidence, and credibility of your website and wider online presence particularly important.
Grok and a growing number of smaller AI search and answer tools form part of the wider AI discovery landscape.
They can be included where there is a clear reason to test them, such as relevance to a particular audience, market, sector, or type of question.
They are not automatically included in every audit. The aim is not to produce the longest possible platform list. It is to test a useful and affordable selection that reflects how your audiences are most likely to research your services, products, or expertise.
GEO, SEO, and AEO
GEO is sometimes presented as a complete replacement for SEO. It is not. Search Engine Optimisation, Answer Engine Optimisation, and Generative Engine Optimisation address different parts of an increasingly connected search environment.
You do not need to understand every acronym before asking for help. What matters is that your website and wider online presence work together across conventional search results and AI-generated answers.
Search Engine Optimisation, or SEO, helps search engines access, understand, index, and rank your website within conventional search results.
It includes technical performance, website structure, useful content, internal and external links, authority, usability, and relevance to what people search for.
Answer Engine Optimisation, or AEO, helps your content provide clear and useful answers to specific questions.
It can support featured answers, voice search, question-led results, and other environments where a direct answer is presented.
GEO considers how information about your organisation may be found, interpreted, combined, compared, summarised, recommended, and cited within an AI-generated response.
A citation is a link or reference showing a source used to support part of an answer.
A technically accessible website, useful content, clear structure, relevant authority, and credible supporting evidence already provide much of the foundation needed for both SEO and GEO.
GEO adds another layer by examining how your information may be interpreted and used when an AI platform creates an answer rather than displaying a conventional list of results.
Done well, GEO should support your SEO, content, usability, accessibility, analytics, and conversion strategy. It should not cannibalise existing search performance or make your website harder for people to use.
Practical GEO consultancy
GEO consultancy begins by establishing what is happening now rather than assuming that every organisation needs more content, more technology, or a completely separate marketing strategy.
Research can show whether your organisation appears for relevant questions, how it is described, which competitors or sources appear instead, and where the strongest opportunities may exist.
The findings can then be used to strengthen the content, technical foundations, website structure, supporting evidence, and wider digital presence that affect how easily your organisation can be found, understood, and verified.
Recommendations are prioritised according to likely value, relevance, effort, available resources, and their relationship with your wider SEO, accessibility, usability, content, analytics, and conversion objectives.
You receive practical recommendations and clear explanations of what has been observed, what the evidence reasonably suggests, and what remains uncertain.
Explore an AI Search Visibility Audit Discuss your GEO requirementsWhy GEO matters
People may use AI search at several points in their research. They might begin by describing a problem, ask for possible solutions, compare different approaches, and only then investigate particular providers.
An AI-generated answer may mention your organisation, explain your services, include you among possible providers, or use your website as a supporting source.
It may instead feature a competitor, directory, publisher, review website, discussion forum, or another source that has made its information easier to access, understand, and verify.
Conventional search rankings alone do not show what is happening within AI-generated answers. You may also need to understand:
Realistic GEO consultancy
If your organisation is absent, misunderstood, or represented inaccurately, GEO can investigate the possible reasons and strengthen the parts of your online presence that can reasonably be influenced.
It cannot give an external consultant control over a commercial AI platform, its underlying model, or every answer it produces.
AI visibility is more complicated than a single ranking position. Your organisation might be:
A useful GEO audit distinguishes between these different types of visibility rather than combining them into one impressive but unclear percentage.
Clear evidence matters
Interest in Generative Engine Optimisation has grown quickly. Many companies are adding GEO to their services, but some are using ambitious promises, impressive-looking statistics, and urgent language to pressure organisations into acting.
You may be told that an agency can “teach AI” about your business, “train ChatGPT” to recommend you, or secure your place within AI-generated answers.
That is not a realistic description of what an external consultancy can control.
Commercial AI platforms operate their own models, search and retrieval processes, ranking systems, and data sources. Responses can vary according to the platform, model, question, wording, context, location, user, and date.
A knowledgeable GEO consultant can improve the information and supporting signals those platforms may encounter. This can make your organisation easier to discover, understand, verify, and consider as a relevant source.
An agency cannot directly teach or retrain a commercial AI model on your behalf.
It can improve the clarity, consistency, accessibility, evidence, and authority of the information available about your organisation. That is useful, but it is not the same as controlling what an AI platform learns, selects, or says.
A large percentage increase can sound impressive while concealing a very small starting point.
An increase from two appearances to eight is a 300% rise. The calculation is correct, but without the starting measurement, questions tested, timeframe, and commercial relevance, it tells you very little.
General AI adoption figures are sometimes presented as proof that customers are replacing conventional search engines with AI.
A survey showing that organisations use AI somewhere in their business does not tell us how many people use AI to research your particular service. The source, question, sample, and context all matter.
GEO is not a replacement for SEO. Search engines and AI search platforms both benefit from websites that are technically accessible, clearly structured, useful, authoritative, and easy to understand.
Good SEO may already have improved many of the foundations needed for AI visibility.
GEO adds another layer by examining how information may be combined, compared, summarised, recommended, and referenced within a generated answer.
The correct approach is to identify what is already working, protect it, and strengthen the areas that genuinely require attention.
Publishing large volumes of repetitive content, adding awkward questions to every page, or writing primarily for machines is not a sustainable GEO strategy.
Content still needs to help the person reading it. It should be accurate, accessible, specific, clear, and supported by genuine knowledge or evidence.
Over-optimised content can weaken usability, trust, brand voice, and conversion without creating meaningful visibility.
The objective is not to feed machines more words. It is to make your organisation and expertise clearer, more credible, and easier to verify across your website and wider online presence.
The Beyond Metrix approach
Beyond Metrix does not begin with the assumption that every organisation needs more content, more structured data, or a completely separate GEO campaign.
Structured data is code that helps search engines understand information on a page. It can be useful, but adding more of it is not automatically the answer to every visibility problem.
The work begins by establishing what is actually happening: where your organisation appears, which competitors and sources are being used, how accurately you are represented, and what may be limiting visibility.
Recommendations are grounded in structured research, transparent data analysis, and more than 30 years of practical experience across SEO, content, websites, analytics, accessibility, usability, conversion, and marketing.
Findings are separated clearly into:
Results are reported with the relevant starting measurement, timeframe, method, sample, and limitations. This makes it easier to distinguish meaningful progress from an impressive-looking percentage that lacks context.
Beyond Metrix makes clear and realistic promises based on what the evidence supports. The aim is not to frighten you into acting quickly or to avoid making any commitment.
It is to explain what can realistically be achieved, support that advice with fact, research, and experience, and give you a clear basis for deciding what is worth doing, what should be prioritised, and how GEO can support your wider search, content, website, and business objectives.
What the work can include
Every project is shaped around your organisation, audience, market, existing website, available evidence, and work already completed.
Depending on what the initial research identifies, your GEO consultancy may include the following areas.
Establish where your organisation appears, which competitors or other sources appear instead, and whether your organisation is mentioned, described, compared, recommended, or cited.
Identify the questions, comparisons, problems, and decisions relevant audiences may discuss with AI platforms rather than treating GEO as conventional keyword research with a different name.
Improve existing pages, identify missing information, strengthen explanations and evidence, and create practical content briefs or complete page structures where required.
Review indexing, rendering, crawler access, internal links, website architecture, duplicate pages, structured data, and security settings that may restrict access to important content.
Check whether your name, services, locations, profiles, expertise, and external references create a clear and consistent picture of your organisation across the web.
Review how your claims, expertise, qualifications, experience, research, results, and external recognition are explained and supported.
Ensure that GEO recommendations support rather than undermine existing search performance, accessibility, user experience, content quality, and website conversion.
Turn the findings into practical page structures, content briefs, technical recommendations, prioritised actions, and guidance for internal teams or external suppliers.
Create a repeatable starting measurement, monitor meaningful changes, and connect AI visibility with conventional search, website visits, engagement, enquiries, sales, or other conversions where the available data allows.
How the work is approached
The process begins with evidence, turns the findings into priorities, supports implementation, and then measures what changes.
Review your organisation, audience, competitors, website, existing search performance, wider online presence, and current visibility across the agreed AI platforms.
Assess each finding according to its relevance, likely value, effort, available resources, and relationship with your wider marketing and business objectives.
Improve the content, technical foundations, website structure, external signals, and supporting evidence that may be limiting visibility.
Repeat the agreed tests, compare the findings with the original starting point, and use the evidence to plan the next cycle of improvement.
Who GEO can help
GEO may be relevant wherever people use AI platforms to investigate problems, research subjects, compare approaches, or make decisions about services, products, or expertise connected with your organisation.
Understand how your organisation appears when potential customers investigate a problem, compare providers, research expertise, or ask for suggestions.
Help people find clear, accurate, and accessible information about services, policies, eligibility, terminology, and complex subjects.
Strengthen accuracy, attribution, evidence, and trust where generic, outdated, or poorly checked information could be misleading or harmful.
Add confidential GEO research, audits, strategies, content briefs, technical recommendations, and client-ready reporting to your existing services.
Explore white-label GEO supportWhy Beyond Metrix?
GEO is new terminology, but many of the foundations behind it are not. Organisations still need to be discoverable, understandable, credible, relevant, accessible, and useful.
Beyond Metrix brings together more than 30 years of experience across digital strategy, marketing, websites, SEO, content, analytics, data analysis, accessibility, usability, and conversion.
All consultancy is delivered directly by Sam Mignano, FCIM, MSc, who also holds a First-Class Honours Degree in Data Science.
There is no junior hand-off and no sales team making commitments that another person will later be expected to deliver.
The recommended starting point
Most organisations should establish their current position before committing to a larger GEO programme.
The audit examines how your organisation and competitors appear across an agreed selection of relevant AI search platforms. It then identifies the content, technical, authority, evidence, and digital-presence factors that may be affecting visibility.
You receive a clear account of which platforms and questions were tested, what was found, what the findings mean, and which actions should be prioritised.
Audits start from £1,500
The final scope and fee depend on the size of the website, number of services or subjects, competitor set, markets covered, platforms and questions tested, and depth of analysis required.
Discuss an AI Search Visibility AuditFrequently asked questions
GEO stands for Generative Engine Optimisation. It describes work intended to improve how an organisation, website, product, service, or subject is understood and represented within AI-generated answers.
An audit may include an agreed selection from OpenAI ChatGPT Search, Google AI Overviews and AI Mode, Google Gemini, Microsoft Copilot Search in Bing, Anthropic Claude, and relevant AI answer engines such as Perplexity. Grok or smaller tools can be added where there is a clear reason to include them.
No. Testing every available platform would increase the cost substantially without necessarily producing more useful evidence. The platforms and number of questions are agreed in advance according to your audience, services, objectives, and budget.
Yes, but they are closely connected. SEO focuses mainly on visibility within conventional search results. GEO considers how information is found, interpreted, combined, and referenced when an AI platform generates an answer. Strong SEO foundations can support both.
Answer Engine Optimisation, or AEO, focuses on making content clear and useful for direct answers to specific questions. It can support featured answers, voice search, question-led results, and other environments where a direct response is presented.
Not necessarily. For many organisations, GEO should form part of the wider SEO, content, authority, accessibility, usability, analytics, and measurement strategy. An initial audit can identify whether substantial GEO-specific work or focused improvements within existing plans are required.
An agency cannot directly retrain commercial AI models or control the answers they produce. It can improve the clarity, consistency, accessibility, authority, evidence, and supporting information those platforms may encounter. That is not the same as directly teaching or controlling an AI platform.
Citations cannot be guaranteed because answers can vary by platform, model, question, wording, context, location, user, and date. Beyond Metrix can assess current visibility, identify realistic opportunities, strengthen relevant signals, and measure changes. Expectations and promises are based on what the available evidence supports.
A mention means your organisation appears in the answer. A recommendation presents it as a potentially suitable option. A citation provides a link or reference to a source used to support the response. Your organisation may be mentioned without being recommended or cited.
There is no universal timescale. Some technical or content changes may be found and implemented relatively quickly. Improvements involving authority, external recognition, major content gaps, or a wider digital footprint can take longer. A starting measurement and agreed testing method make progress easier to assess.
Usually not. Many improvements can be made by strengthening the website you already have. A rebuild should only be recommended where the current platform, structure, accessibility, performance, or technical limitations make meaningful improvement impractical.
No. Producing large quantities of generic content can weaken quality, trust, usability, and brand credibility. Content should be based on real audience needs, organisational expertise, useful evidence, and a clear purpose. Tools may assist parts of the process, but they do not replace professional judgement, fact-checking, and editorial review.
Measurement may include appearances across a repeatable set of questions, mentions, recommendations, citations, competitor comparisons, subject coverage, accuracy, referral traffic, conventional search performance, engagement, enquiries, and conversions. No single metric provides a complete or permanent measure of AI visibility.
Yes. People may use AI platforms to ask for local recommendations, compare providers, and research services. Local GEO can include improving location information, service clarity, business profiles, reviews, directory consistency, local recognition, and the relationship between the organisation and the area it serves.
Yes. Beyond Metrix works with marketing, SEO, web, content, and digital agencies that need additional GEO expertise for their clients.
Support can include research, audits, strategies, technical recommendations, content planning, client-ready reports, implementation guidance, and monitoring.
Explore white-label GEO supportA focused initial conversation can establish which services, subjects, audiences, questions, and platforms matter, whether an audit is the right starting point, and what a realistic scope would look like.
Clear evidence. Practical priorities. Promises supported by fact, research, and experience.