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GEO · Generative Engine Optimisation
Get Your Brand Cited by ChatGPT, Perplexity and Google AI.
Generative Engine Optimisation (GEO) gets your business mentioned and recommended by AI assistants when your buyers ask questions in your category. As AI becomes the default research tool for B2B buyers, GEO is how you maintain visibility in the answers, not just the links.
50%+
Of B2B researchers now use AI assistants
3-9 months
To measurable AI citation growth
Definition
What is Generative Engine Optimisation?
Generative Engine Optimisation (GEO) is the practice of structuring your content, authority signals and digital presence so that AI language models, including ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews, cite and recommend your brand when answering questions in your industry or category. Unlike SEO, which optimises for ranked link positions, GEO targets the synthesised answers AI systems generate from their training data and real-time web access. Companies that invest in GEO build a compounding presence inside the AI responses that their buyers are increasingly using as the primary research tool before making purchasing decisions.
50%+
B2B researchers use AI assistants
4x
More AI citations with structured content
73%
Of AI answers cite top-10 Google results
3-9 months
To visible citation growth
Diagnosis
Signs You Need Generative Engine Optimisation
- When you ask ChatGPT or Perplexity to recommend companies in your category, your brand is not mentioned but several of your competitors are, even if you believe you are better known in the market.
- Prospects arrive in your pipeline having already formed a vendor shortlist using AI research, and your name rarely appears on it despite your brand having strong SEO rankings and marketing spend.
- Your website lacks authoritative, factual, well-cited content on your category, which means AI systems cannot find sufficient evidence to reference your brand in generated responses.
- Your brand has minimal presence on third-party sites, industry directories, review platforms and publications that AI models treat as trust signals when deciding which companies to cite.
- You have no current process for monitoring what AI assistants say about your brand, your competitors or your category, so you are operating blind in a channel that is directly influencing your buyers.
Ideal Fit
Who This Is For
B2B Software and SaaS Companies
B2B buyers routinely ask AI assistants to compare software options, explain category capabilities and recommend vendors. GEO ensures your product appears in these AI-generated comparisons and recommendations before the buyer ever visits a review site or requests a demo.
Professional Services Firms
Consulting, legal, financial and agency businesses are being researched via AI at an accelerating rate. Buyers ask AI to name credible firms in a niche before conducting any independent search. GEO positions your firm as the AI's recommended answer to those queries.
Brands with Strong SEO but No AI Visibility
You rank well on Google but AI assistants do not cite you because your content lacks the entity-level authority signals, third-party citations and structured knowledge footprint that AI models use to identify trustworthy sources. GEO bridges this gap without requiring you to rebuild your SEO strategy.
Category Leaders Being Displaced by AI-Native Competitors
Newer competitors are investing in GEO aggressively and being recommended by AI systems ahead of established brands. If you are losing early-stage awareness to competitors despite outranking them on Google, AI visibility is the gap and GEO is how you close it.
Deliverables
What You Get
- AI Citation Baseline AuditSystematic querying of ChatGPT, Perplexity, Claude and Google AI Overviews to document your current mention frequency, citation context and competitor comparison standing.
- Competitor AI Visibility AnalysisFull mapping of where competitors are being cited, how they are described and which content assets are driving their AI visibility so we can identify and close specific gaps.
- Content Authority Publishing PlanA structured content calendar targeting the questions AI systems are answering in your category, with formats, sources and entity signals that increase citation probability.
- Third-Party Citation CampaignSecuring brand mentions in the external publications, directories and review platforms that AI models use as authority signals when deciding which companies to cite.
- Knowledge Graph OptimisationStructuring your Google Knowledge Panel, Wikipedia presence and public entity data so AI models can accurately identify, categorise and describe your brand.
- Structured Data ImplementationJSON-LD schema across your site signalling entity type, offerings, credentials and location to the web crawlers that feed AI model knowledge bases.
- Monthly AI Mention ReportDocumented AI query results across platforms showing brand mention frequency, citation sentiment, competitive standing changes and content attribution.
- Quarterly Strategy ReviewA comprehensive review of GEO progress, updated competitive landscape and revised priorities as AI platforms evolve their citation and ranking behaviours.
What We Cover
GEO Scope
Content Authority Building
Publishing authoritative, factual, well-cited content that AI engines use as source material. Long-form guides, original research, statistics and category-defining perspectives that build the evidence base AI models draw from.
Source & Citation Optimisation
Securing your brand's mention in the third-party publications, industry directories, review platforms and analyst reports that AI engines treat as high-trust sources when composing answers about your category.
Structured Knowledge Footprint
Optimising your Wikipedia presence, Google Knowledge Panel, business schema and publicly indexed entity data so large language models can confidently identify, categorise and describe your brand in generated responses.
AI Mention Monitoring
Monthly systematic querying of ChatGPT, Perplexity, Claude and Google AI Overviews to track brand mention frequency, competitor citation changes and the sentiment and accuracy of how AI describes your business.
Our Approach
The Koldconvert Generative Presence Method
Most GEO strategies focus on publishing more content, but citation volume in AI systems is determined by content authority, not content volume. Koldconvert's Generative Presence Method starts with a systematic audit of what AI platforms currently say about your brand, your competitors and your category, identifying the specific evidence gaps that prevent citation. We then build authority across three layers simultaneously: primary content that satisfies the questions AI systems are answering, third-party citations that signal trust to language model training sources and structured entity data that allows AI systems to accurately categorise your brand. Unlike agencies that treat GEO as a blog publishing service, we operate at the infrastructure level of how AI systems identify credible sources, building citation probability into the foundation of your digital presence rather than chasing individual mentions.
Our Process
How GEO Works
01
AI Citation Audit
We query ChatGPT, Perplexity, Claude and Google AI Overviews for your category, brand and competitors to establish your current AI visibility baseline, documenting mention frequency, citation context and competitive standing.
02
Content and Citation Strategy
We identify the specific content and authority gaps preventing AI citation and build a publishing and citation plan targeting the questions AI assistants are actively answering in your category right now.
03
Authority and Footprint Build
We publish authoritative content, secure third-party citations in trusted publications and directories, and optimise your knowledge graph and entity data so AI models have sufficient evidence to confidently reference your brand.
04
Monitor and Iterate
Monthly AI citation audits track progress across all target platforms. We adjust content topics and citation sources based on what the models are citing, how they describe competitors and where gaps are closing or opening.
Tech Stack
Tools & Technology
Perplexity API
Claude API
OpenAI API
Ahrefs
SurferSEO
Google Search Console
Notion
Schema Pro
Brandwatch
GA4
Perplexity, Claude and OpenAI APIs power our systematic AI citation audits, enabling structured querying across platforms at scale. Ahrefs and Google Search Console identify the content authority gaps. SurferSEO guides content structure. Brandwatch tracks brand mentions across the wider web. Schema Pro handles structured data deployment, and GA4 measures downstream traffic impact from improving AI citation share.
Engagement
How We Work Together
GEO Baseline and Strategy
A standalone 4-week project that audits your current AI citation standing across all major platforms, maps competitor visibility and delivers a 90-day GEO execution plan. Suited to companies that want to understand the opportunity before committing to ongoing execution.
GEO Monthly Retainer
Ongoing execution covering content publishing, citation building, knowledge graph maintenance and monthly AI mention reporting. This is the core GEO programme, designed for 6-12 month engagements where citation growth is built systematically over time.
GEO + SEO + AEO Combined
A unified visibility retainer covering traditional search rankings, featured snippet optimisation and AI citation building under a single strategy. The most efficient model for companies that want complete search and AI coverage without managing three separate agency relationships.
Results
What Clients Achieve
Benchmark Metrics
GEO Results
50%+B2B buyers now use AI for vendor research
3-9 monthsTo measurable AI citation growth
4xMore AI citations with structured, authoritative content
73%Of AI answers cite pages ranking in Google top 10
Industries
GEO for Your Industry
SaaS & B2B Software
B2B software buyers use AI to compare platforms, understand category capabilities and generate vendor shortlists before booking demos. GEO ensures your product appears prominently in those AI-generated comparisons at the very start of the buying cycle.
E-commerce & Retail
Shoppers increasingly ask AI assistants for product recommendations, brand comparisons and category guidance. GEO positions your brand as the AI's preferred recommendation for relevant product queries, generating pre-qualified traffic before a buyer visits any comparison site.
Healthcare & Medical
Patients and healthcare buyers use AI to research conditions, treatments and providers before making decisions. Healthcare brands with authoritative, accurate content and strong third-party citations are cited more frequently in health-related AI queries.
Legal Services
Legal buyers ask AI to explain processes, identify specialists and compare firm capabilities before initiating contact. GEO builds the authority signals that make law firms and legal tech companies the AI's cited recommendation for their niche.
Financial Services
Finance buyers research products, providers and regulations via AI before making decisions. GEO for financial services focuses on establishing factual, compliant, well-cited content that AI systems can confidently reference without hallucination risk.
Real Estate
Property buyers and sellers ask AI for area guides, process explanations and agent recommendations. Real estate brands with deep local and process content build the AI citation footprint that generates pre-intent awareness ahead of competitive searches.
Hospitality & Travel
Travellers use AI to plan itineraries, compare destinations and identify accommodation options. Hospitality brands and travel platforms with structured, accurate destination and experience content are significantly more likely to be cited in AI travel planning responses.
Insurance
Insurance buyers ask AI to explain coverage options, compare policy types and identify reputable providers. GEO for insurers builds the factual, citation-rich content that positions your brand as the recommended answer for high-intent insurance research queries.
Professional Services
Buyers of consulting, accounting, marketing and advisory services routinely ask AI to identify credible firms in a niche. GEO positions your firm inside those AI recommendations by building the authority signals that language models use to evaluate professional service providers.
Media & Publishing
Media brands are both beneficiaries and casualties of AI content consumption. Publishers that optimise for AI citation become the sources AI systems reference when generating summaries, significantly increasing traffic from AI-augmented search queries.
EdTech
Students and professionals increasingly ask AI to recommend courses, credentials and learning platforms. EdTech companies with structured course content, outcome data and authoritative subject-matter content are cited more frequently in AI learning recommendations.
Manufacturing
Procurement teams and engineers use AI to identify suppliers, understand specifications and compare capabilities. Manufacturing companies that publish detailed technical content and secure industry directory citations build AI visibility at the specification stage of long B2B buying cycles.
Automotive
Car buyers use AI to compare models, understand financing and identify dealerships before visiting a showroom. GEO for automotive brands focuses on structured product data, review integration and local entity signals that make AI systems confident recommending your brand or dealership.
Recruitment & HR
HR buyers and job seekers use AI to evaluate recruitment agencies, ATS platforms and employer brands. GEO builds the content authority and citation signals that make your recruitment brand the AI's recommended answer for hiring solution queries in your specialism.
Comparison
Koldconvert vs Traditional SEO Agencies Offering GEO
| Factor | Koldconvert | SEO Agency Offering GEO as an Add-on |
|---|---|---|
| GEO audit methodology | Systematic API-level querying across ChatGPT, Perplexity, Claude and Google AI | Manual spot-checks of one or two AI platforms |
| Citation building | Active third-party citation campaign across directories, publications and review sites | Link building repurposed as citation strategy |
| Knowledge graph work | Wikipedia, Knowledge Panel and entity schema optimisation included | Rarely addressed |
| Content strategy | Built from AI question mapping, not keyword volume | Keyword research applied to AI content |
| Monitoring frequency | Monthly structured AI citation tracking with documented query sets | Ad hoc or excluded from reporting |
| Integration with SEO and AEO | Unified strategy covering Google rankings, snippets and AI citations | Treated as separate workstreams |
| B2B specialisation | B2B buyer journey and AI research patterns central to strategy | General approach applied to all verticals equally |
Koldconvert Perspective
"GEO is not a future consideration, it is already deciding which brands buyers shortlist. When a senior buyer asks ChatGPT to name the top three providers in a category and your brand does not appear, you have already lost that first-touch opportunity before they ever ran a search or visited a comparison site. The companies investing in GEO now are building a compounding advantage because AI citation is driven by accumulated content authority and third-party trust signals, both of which take time to develop. Waiting for AI search to mature before starting means ceding early-stage awareness to competitors who started six months ago. The right time to start GEO was six months ago. The second-best time is now."
Koldconvert Strategy Team
Buyer's Guide
Questions to Ask Any GEO Agency
- How do you currently audit AI citation levels for a new client?This reveals whether the agency has an actual methodology or is improvising. Strong answers describe systematic querying of multiple AI platforms using documented query sets. Weak answers mention checking ChatGPT occasionally or conflate GEO with blog publishing volume.
- Which AI platforms do you target and how do they differ in what they cite?ChatGPT, Perplexity, Claude and Google AI Overviews all have different citation tendencies. An agency that treats them identically is not doing sophisticated GEO. Look for answers that reference Perplexity's web-search grounding versus ChatGPT's training data weighting.
- Beyond content publishing, what do you do to build AI citation authority?GEO that consists only of blog posts is unlikely to move the needle. The answer should include third-party citation building, knowledge graph optimisation and entity-level structured data, all of which signal trustworthiness to AI citation systems independently of content volume.
- How do you measure GEO results and how often do you report?GEO reporting should show brand mention frequency across AI platforms, citation context, competitor comparison standing and trend over time. Monthly cadence is the minimum. Agencies that report only website traffic as a GEO proxy are not measuring the right thing.
- How does your GEO work integrate with existing SEO?Because 73% of AI answers cite pages already ranking in Google's top 10, GEO and SEO must be coordinated. Agencies that offer GEO in isolation from organic search strategy are optimising for a subset of AI citation signals while ignoring the largest driver of AI source selection.
Key Terms
Glossary
- Generative Engine Optimisation (GEO)
- Generative Engine Optimisation is the practice of structuring content and authority signals so that AI language models cite and recommend your brand in generated responses about your industry, category or use case.
- AI Citation
- An AI citation is when a large language model references, names or recommends a specific brand, product or source in a generated response. Citations range from a brief name mention to a substantive recommendation with supporting rationale.
- Large Language Model (LLM)
- A large language model is an AI system trained on vast text datasets that can generate human-like responses to natural language queries. ChatGPT, Claude, Gemini and Perplexity are all powered by or built on large language models.
- Knowledge Graph
- A knowledge graph is a structured database of entities and their relationships, used by Google and AI systems to understand real-world objects, organisations and concepts. Strong knowledge graph presence increases the accuracy and frequency of AI citations.
- Entity Authority
- Entity authority is the degree to which a brand is recognised as a credible, well-documented entity across the web by search engines and AI systems. It is built through consistent brand mentions, third-party references, structured data and verified public information.
- AI Overview
- AI Overviews are Google's AI-generated answer summaries that appear at the top of search results, synthesising content from multiple web sources. Appearing as a cited source within an AI Overview is a primary GEO objective for brands in high-research categories.
Questions
Generative Engine Optimisation, answered
Generative Engine Optimisation (GEO) is the practice of structuring your content, authority signals and digital presence so that AI language models, including ChatGPT, Perplexity, Claude and Google AI Overviews, cite and recommend your brand when answering questions in your industry or category. It is the discipline that determines your visibility in AI-generated answers, which are increasingly the first research touchpoint for B2B buyers.
AI models synthesise information from publicly indexed content, high-authority third-party sources and well-structured knowledge bases. Brands that publish authoritative, factually precise, widely-cited content on topics relevant to their category are significantly more likely to be referenced in AI-generated responses than brands with thin or poorly structured content.
No. AI citations cannot be guaranteed any more than Google rankings can be guaranteed. GEO improves the probability systematically by increasing your content authority, third-party citation footprint and structured data presence. Businesses investing in GEO now are building a compounding advantage as AI search becomes the dominant research channel for B2B buyers.
No, but they are closely related. Strong SEO improves GEO because AI models disproportionately cite top-ranking sources: 73% of AI answers draw from pages ranking in Google's top 10. GEO adds specific optimisations around content structure, knowledge graph presence and third-party citation authority that go beyond traditional SEO ranking factors.
Koldconvert runs monthly AI citation audits using structured query sets across Perplexity, ChatGPT, Claude and Google AI Overviews. We track brand mention frequency, citation context quality, competitor comparison mentions and trend over time, giving you a documented baseline and measurable progress report each month.
GEO engagements at Koldconvert begin with a baseline AI visibility audit and strategy phase, then move to ongoing monthly execution. Investment depends on your current content footprint, competitive landscape and number of AI platforms being targeted. Contact us for a scoped proposal specific to your category and goals.
GEO results are typically measurable within 3-9 months. The first 8-12 weeks focus on content publishing and citation building. AI model training cycles and indexing lag mean improvements appear gradually, with meaningful citation growth visible by month 4-6 in most engagements where the content and citation programme is executed consistently.
GEO requires coordinated execution across content strategy, PR-level citation building, structured data implementation and regular AI platform monitoring. Managing these disciplines in-house without a dedicated team is difficult. Most companies see better results partnering with a specialist agency for the strategy and systematic execution while in-house teams support content production.
Koldconvert's GEO programme targets ChatGPT (OpenAI), Perplexity, Google AI Overviews, Claude (Anthropic), Microsoft Copilot and Gemini. Each platform has different content signal priorities and citation behaviours, and our approach accounts for those differences rather than applying a single strategy across all of them.
GEO is particularly effective for B2B companies. Over 50% of B2B buyers now use AI assistants for vendor research, category education and comparison queries. Being cited by an AI assistant when a buyer asks about your category creates an awareness touchpoint earlier in the buying cycle than any traditional SEO or paid advertising channel can reach.
Koldconvert applies the Generative Presence Method, which audits AI citation gaps systematically before any content work begins and builds strategy around the specific questions AI models are answering in your category. We combine content authority, third-party citation building and structured entity data into a unified GEO programme, which is more effective than treating each layer as a separate initiative.
GEO delivers the strongest results in industries where buyers use AI assistants for research before making purchasing decisions: SaaS, professional services, financial services, healthcare, legal, consulting and EdTech. Any B2B category where buyers ask AI systems to recommend vendors or explain category options is an active GEO battleground right now.
Ready to get cited by AI?
Book a strategy call. We will audit your current AI visibility and show you exactly where your brand stands across ChatGPT, Perplexity and Google AI.
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