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GEO Basics · Jul 17, 2026 · 24 min read

GEO vs SEO: Why UK Businesses Are Making the Wrong Choice

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Alisa Bolokhovets Founder & CEO · BAMS Digital · MBA, University of Edinburgh

The digital landscape for UK businesses shifted fundamentally when Google introduced its AI-powered search experience. Yet most companies continue operating as though 2015 never ended – optimizing for traditional Search Engine Optimisation (SEO) while generative AI systems quietly rewrite the rules of visibility. This isn’t a minor update to how search works. This is a complete realignment of how information gets discovered, verified, and presented to users. And UK businesses making SEO their only strategy are watching their market share quietly disappear.

The problem isn’t that SEO is dead. The problem is that businesses treating SEO and Generative Engine Optimisation (GEO) as alternative choices – rather than complementary strategies – are operating with incomplete information. When Google’s AI search system decides whether to feature your business in generative results, it’s applying an entirely different set of evaluation criteria than what traditional SEO algorithms prioritize. Understanding these differences isn’t academic. It directly determines whether your content appears when potential customers ask questions in ChatGPT, Perplexity, or Google AI Overviews.

The Fundamental Difference Between How SEO and GEO Content Gets Discovered

Traditional Search Engine Optimisation evolved around a simple concept: match keywords to content, improve technical factors, build links, and let the algorithm match user intent. For decades, this worked. A plumber in Manchester who ranked for “emergency plumbing services Manchester” would capture search traffic whenever someone typed that exact phrase. The system was transactional and relatively transparent. You knew roughly what you needed to do to rank.

Generative Engine Optimisation operates on fundamentally different principles. Instead of matching keywords to content, Generative AI systems analyze thousands of sources to construct answers. When a user asks a question in Google AI Overviews or Perplexity, the system doesn’t look for one authoritative result. It synthesizes information, verifies claims across multiple sources, and determines which businesses have sufficient credibility to be included in the generated response.

Consider this practical example. Under traditional SEO, a financial services firm might rank for “best investment strategies for retirement.” Under GEO, that same firm needs to be recognized across multiple credible sources as a legitimate authority, needs to have content that directly addresses the synthesized answer the AI system generates, and needs sufficient third-party validation that the system can cite them confidently.

The shift matters because AI systems evaluate authority differently than Google’s traditional ranking algorithm. SEO looks at link quantity and relevance. GEO systems examine whether independent sources cite your insights, whether other authoritative businesses reference your methodology, and whether your content appears in contexts that AI systems have learned to trust. A business might dominate traditional search results while barely registering in generative outputs – and vice versa.

UK businesses in regulated industries like financial services and healthcare are discovering this gap particularly sharply. Traditional SEO optimizations that brought visibility for years suddenly deliver minimal generative results because the AI system has learned to prioritize different signals. The business isn’t losing search traffic because their SEO is bad – they’re losing traffic because their GEO is underdeveloped.

Why UK Businesses Are Still Over-Investing in Traditional SEO Rankings

The reason so many UK companies remain focused on SEO is straightforward: the tactics are familiar, the software is mature, and the results are measurable. A business can see their keyword rankings improve in real time. They can watch organic traffic increase month over month. There’s tangible feedback that investment is working. GEO, by contrast, operates in a space where success metrics are still being defined. Businesses struggle to measure visibility in generative results. They don’t have clear dashboards showing which queries trigger generative answers that include their business. The feedback loop is slower and less obvious.

Additionally, the SEO industry built itself over twenty years. There are thousands of agencies, thousands of tools, and thousands of case studies showing how SEO drives results. A UK business owner looking for help with search visibility finds an overwhelming supply of SEO service providers. GEO remains a newer specialization, which creates a perception gap – if something is harder to find, it must be less important.

This perception has real consequences. During 2024 and 2025, Google rolled out increasingly prominent AI search features. User behavior shifted toward using generative interfaces rather than clicking traditional organic results. Yet SEO investment continued at previous levels in most UK agencies. Clients weren’t requesting GEO expertise. Agencies weren’t proactively explaining the shift. The market lagged reality.

According to recent data from Semrush’s search visibility studies, businesses optimizing exclusively for traditional SEO saw an average 15 percent decline in click-through rates during 2024 as users increasingly interacted with AI Overviews rather than organic results.

The financial incentive structure also explains the SEO focus. Traditional SEO generates recurring revenue for agencies because optimization is never finished. A business can pay an agency indefinitely to maintain and improve rankings. GEO, once properly implemented, doesn’t require the same level of ongoing optimization – content just needs to remain authoritative and current. This creates a business model advantage for promoting SEO over GEO, whether intentionally or not.

UK businesses making decisions about search marketing budget allocation face pressure from multiple directions. SEO is comfortable. GEO is uncertain. The measurement challenge in GEO creates reluctance in finance departments. The result is that most UK companies continue over-investing in tactics that address yesterday’s search landscape rather than preparing for how search actually works now.

The Content Strategy Differences That Determine Visibility in AI Search Results

The content you create for SEO ranking and the content that performs in generative search overlap but diverge in critical ways. Understanding these differences is where most UK businesses fail – they add GEO onto their existing SEO strategy without recognizing that the content approach needs to change fundamentally.

SEO content optimizes for matching. You create content with specific keywords, organize it with heading structures, build internal links that direct authority toward target pages, and establish keyword density patterns that signal to algorithms what your content is about. A blog post about “digital marketing strategies for small businesses” would include that phrase in the title, early in the content, in subheadings, and naturally throughout. The goal is making it absolutely clear to the ranking algorithm what topic the page addresses.

GEO content optimizes for synthesis. You create content that AI systems can confidently extract insights from, verify against other sources, and cite as evidence supporting a generated answer. The keyword phrase matters less than whether your content directly addresses the question users ask. An AI system generating an answer about digital marketing strategies doesn’t search for that exact phrase – it searches for content that comprehensively addresses the question, then extracts relevant information from multiple sources.

This creates a practical shift in how content should be structured:

  • SEO content prioritizes keyword targeting in titles and early paragraphs. GEO content prioritizes answering complete questions with data, examples, and verifiable claims that AI systems can extract and cite
  • SEO content uses internal linking to funnel authority toward target pages. GEO content needs external citations and third-party mentions to establish credibility with AI systems that evaluate sources
  • SEO content optimizes for specific keyword variations. GEO content optimizes for comprehensive coverage that addresses multiple related questions and user intent variations
  • SEO content establishes topic relevance through keyword repetition. GEO content establishes expertise through data, original research, and methodological transparency
  • SEO content targets search volume metrics. GEO content targets question patterns that Artificial Intelligence systems learn to recognize and synthesize

For UK financial services firms, this difference becomes especially pronounced. Traditional SEO might target phrases like “best investment funds” or “ISA savings rates.” GEO requires content that directly answers client questions: “How do I choose investment funds based on my risk tolerance?” “What are the tax implications of different savings vehicles?” “How should I balance pension contributions with ISA investments?” The questions are related but the content approach diverges significantly. SEO treats them as variations on a theme. GEO treats them as separate synthesis opportunities where your business can provide verifiable, citable insights.

The shift creates an uncomfortable reality for many UK agencies and in-house teams. Content that ranks well for SEO doesn’t automatically rank well in generative results. A business might discover that their best-performing SEO content – the content driving the most organic traffic – generates minimal citations in generative answers. That’s not a failure of the content’s quality. It’s a mismatch between what SEO algorithms reward and what AI systems extract.

Why GEO Delivers Measurable Business Results That SEO Alone Cannot Match

When evaluating SEO versus GEO, UK businesses must consider actual business outcomes rather than vanity metrics like ranking positions. Traditional SEO measures success primarily through keyword rankings and organic traffic volume. These metrics create an illusion of control and progress, but they don’t necessarily correlate with revenue, customer acquisition, or market share growth.

GEO directly impacts business results because visibility in generative search carries higher conversion potential. When your business appears in a Google AI Overview answer, you’re not just competing for clicks – you’re being recommended by an AI system that users have already decided to trust. This is fundamentally different from traditional organic results where users see multiple options and make their own selection. A user reading generative results has already outsourced their decision-making to an AI system. If your business is mentioned, you have considerable authority.

Consider the practical revenue implications:

Metric Traditional SEO Generative Engine Optimisation
Click-through rates 2-4 percent (declining) 15-35 percent (from generative mentions)
Conversion quality Mixed intent (some users browsing, some actively buying) High intent (users seeking verified recommendations)
Brand authority perception Earned through content quality and links Earned through cross-source verification and multiple citations
Competitive advantage Temporary (rankings fluctuate with algorithm updates) More stable (based on credibility patterns)
Cost per acquisition Often requires continuous optimization investment Decreases as authority establishes

UK businesses reporting on GEO implementation consistently share that leads arriving from generative mentions demonstrate higher purchase intent, shorter sales cycles, and greater willingness to accept quoted pricing. This isn’t coincidental. When an AI system mentions your business in an answer, it’s not just sending traffic – it’s providing third-party validation that influences buyer confidence.

The financial advantage becomes particularly clear when comparing GEO and SEO investment costs. Traditional SEO requires ongoing optimization to maintain rankings against competitor activity and algorithm changes. A UK business might invest £3,000 to £5,000 monthly in SEO services to maintain top rankings. GEO requires significant upfront investment in content creation and credibility building but, once established, generates increasingly stable visibility without continuous optimization.

Research from Moz tracking user behavior changes throughout 2024 and 2025 revealed that interactions with generative AI search results increased 340 percent year-over-year, while click-through rates on traditional organic results declined an average of 12 percent among UK users specifically.

More importantly, GEO visibility compounds over time. As your business becomes recognized across multiple credible sources, as independent sites cite your insights, as your methodology gets referenced by competitors and peers, AI systems increasingly recognize you as an authority. This creates a flywheel effect where visibility, credibility, and organic mentions accelerate. Traditional SEO creates a perpetual treadmill where you must maintain optimization effort indefinitely to preserve rankings.

UK businesses in competitive verticals – legal services, financial advice, healthcare consultation, professional services – gain the most obvious advantage from GEO focus because these are precisely the sectors where generative AI systems emphasize credibility and cross-source verification. A law firm might struggle to dominate traditional SEO against large competitors with bigger budgets, but that same firm can establish genuine thought leadership that generative systems recognize and cite repeatedly.

The Competitive Disadvantage UK Businesses Face by Delaying GEO Implementation

The business landscape of search visibility is shifting rapidly. Early movers in GEO – businesses that invested in content optimization for generative systems starting in 2023 and 2024 – are establishing market positions that become harder to challenge as AI systems learn to recognize and preferentially cite familiar sources. UK businesses waiting for GEO to become more mainstream are essentially ceding competitive advantage to earlier adopters.

This isn’t theoretical. Several sectors demonstrate the pattern already. Financial services firms that built GEO-focused content strategies during 2024 are appearing consistently in generative results about investment strategies, tax planning, and savings vehicles. Competitors who maintained SEO-only strategies are barely mentioned. The visibility gap compounds because AI systems get trained on success patterns – they learn which sources users find valuable and gradually prioritize those sources in future answers.

The lag affects visibility, brand awareness, and business development pipelines. A UK financial adviser might currently get the majority of leads from traditional SEO and referrals. But as more prospects use generative interfaces to research investment options, the adviser’s visibility in those interfaces directly determines their ability to reach prospects at the consideration stage. Delaying GEO implementation doesn’t preserve the status quo – it means gradually disappearing from search experiences that increasingly dominate market discovery.

The timeline pressure is real. Several major market developments suggest urgency:

  1. Google continues expanding generative features in search, with indications that AI Overviews may eventually become the primary search interface rather than supplementary
  2. Other generative platforms – Perplexity, Claude, and others – are gaining significant user adoption in the UK market, pulling search behavior away from Google
  3. Regulatory requirements in the UK are increasing scrutiny on AI system transparency and source attribution, which makes business mentions in generative results more valuable as they become more heavily marked and verifiable
  4. Competitor activity in GEO is accelerating – many UK agencies now offer GEO services, and forward-thinking competitors are already establishing market positions

For UK businesses evaluating when to invest in GEO, the timing question isn’t whether to shift focus eventually. It’s whether to begin now while the competitive landscape remains less saturated, or to wait until every competitor has already established credibility patterns with generative systems. First-mover advantage in GEO is real and durable because AI systems learn from patterns.

The most dangerous approach – and the most common among UK businesses currently – is waiting for absolute proof that GEO works before investing. By the time the proof becomes undeniable through industry data and case studies, early-moving competitors will have already captured the “trusted source” positioning that generative systems preferentially cite. Playing it safe by maintaining SEO-only strategies actually increases business risk by guaranteeing gradual visibility loss as search behavior shifts.

Practical Steps for UK Businesses to Transition from SEO-Only to GEO-Integrated Strategy

The shift from SEO focus to GEO integration doesn’t require abandoning existing SEO work or rewriting your entire content strategy. The transition works best when treated as a content expansion rather than a replacement. Many UK businesses can implement GEO alongside continuing SEO optimization, with gradual reallocation of resources as GEO performance data accumulates.

The first practical step involves auditing existing content against GEO criteria. Which content pieces directly answer questions that users ask in generative AI? Which content pieces provide verifiable data, methodologies, or insights that AI systems would want to extract and cite? Which content establishes your business as a credible source within your industry? This audit reveals which SEO content naturally performs well in generative contexts and which content requires substantial reframing.

For UK businesses in professional services, GEO services in Birmingham can provide local market expertise for this evaluation. Many regional agencies now specialize in GEO implementation and can help identify gaps between current content and what generative systems prioritize.

The second practical step involves creating new content explicitly designed for synthesis by generative systems. Rather than writing blog posts optimized for specific keywords, write content that comprehensively addresses questions your target customers actually ask. Structure this content so AI systems can easily extract relevant information. Include data, examples, and verifiable claims. Make methodology transparent. Invite third-party citations by making your research and insights genuinely useful to other businesses in your sector.

The third step requires building external credibility through thought leadership and peer recognition. GEO systems evaluate whether other authoritative sources reference your insights. This means writing for industry publications, contributing to peer discussions, participating in industry forums, and making it easy for other businesses to cite your work. An accountant or financial adviser with a strong GEO strategy will appear in multiple sources discussing related topics, not just their own website.

Implementation looks different across industries. For GEO services in Charlotte serving technology companies, the focus might be on technical depth and original research. For professional services firms, it’s thought leadership and industry recognition. For local services businesses, it’s comprehensive coverage of specific services and local market knowledge. The GEO content strategy should reflect what makes your business genuinely valuable to customers in your specific sector.

A practical implementation checklist for UK businesses includes:

  • Conducting a GEO-focused content audit to identify existing content that aligns with generative system criteria
  • Creating a content roadmap addressing question patterns customers ask rather than keyword rankings to target
  • Establishing a thought leadership plan that builds cross-source citations and peer recognition
  • Identifying which existing SEO content can be expanded to serve both SEO and GEO purposes simultaneously
  • Beginning to monitor visibility in generative results through available tracking tools and manual queries
  • Testing content formats and structures to determine what works best for extraction by AI systems in your industry
  • Building relationships with peer organizations, industry publications, and relevant platforms for cross-promotion and citation

The transition timeline for most UK businesses extends across 6-12 months. Initial content creation and strategy development takes 4-8 weeks. Content production and publication takes 8-16 weeks. Credibility building and peer recognition takes ongoing effort but begins showing results within 3-4 months. Business impact – new leads, increased conversion rates, improved market positioning – typically becomes visible 4-6 months after strategy implementation begins.

Why Waiting for SEO Alone to Deliver Results Is Becoming a Business Liability

The most expensive mistake a UK business can make in search strategy right now is assuming that SEO remains sufficient. Not because SEO is broken or ineffective – traditional search rankings still deliver value. But because SEO addresses only one part of how search actually works now, and that part is shrinking in importance as user behavior shifts toward generative interfaces.

The risk becomes clearer when examining user behavior data. As Google AI Overviews became more prominent and other generative platforms gained adoption, click-through rates to traditional organic results declined measurably. This means SEO-driven traffic is decreasing for most UK businesses even when they maintain consistent rankings. The business is losing visibility not because the SEO strategy failed but because the search landscape shifted underneath it.

Consider a practical scenario. A UK law firm invests £8,000 monthly in SEO to maintain top rankings for relevant practice areas. The rankings are solid. Organic traffic remains steady at about 50 qualified leads monthly. But the overall market is shifting – prospects increasingly use generative AI to research law firms before inquiring. The firm’s SEO-only visibility means it’s essentially invisible in those early-stage research interactions. While prospects using traditional search find the firm, prospects using generative interfaces are being recommended to competitors who implemented GEO strategies. Over 12-24 months, lead volume doesn’t increase despite consistent SEO investment because the market discovery process has fundamentally changed.

This pattern repeats across industries. UK accountants see this when business owners increasingly research accounting services through Perplexity rather than Google Search. Healthcare consultants see this when potential patients research conditions and service providers through ChatGPT. Financial advisers see it when investors research investment vehicles through generative platforms. The SEO traffic doesn’t necessarily decline dramatically because SEO still works – but growth stagnates while generative visibility creates competitive advantage for early movers.

The financial liability of waiting becomes compounded by timing. Every quarter without GEO implementation means competitors gain additional advantage. Every month of delay means more credibility patterns get established by competitors with generative systems. The cost of catching up later exceeds the cost of beginning now. UK businesses that wait for definitive proof that GEO delivers business results are waiting for competitors to saturate the market and establish themselves as the “known sources” that generative systems preferentially cite.

The market reality for UK businesses moving into 2026 is straightforward: GEO is no longer optional for businesses concerned with sustained visibility. It’s not an experimental tactic for early adopters. It’s a fundamental shift in how search works that demands strategic response. The question isn’t whether UK businesses should invest in GEO – it’s when, and at what scale. Those delaying the decision are making the wrong choice.

Start Building GEO Authority Now While Competitors Still Lag Behind

The transition from SEO-only strategy to GEO-integrated approach requires decision-making, planning, and implementation – but it’s entirely achievable for UK businesses of any size. The advantage belongs to businesses that begin now, while the market remains less crowded and while establishing credibility with generative systems is still a competitive differentiator rather than a table-stakes requirement.

The practical reality is that GEO success depends partly on timing and partly on implementation quality. Businesses that wait until generative AI dominates search interfaces will face a market where credibility patterns are already established and where shifting the preference for other sources becomes difficult. Businesses that invest now have the opportunity to shape how generative systems recognize their expertise and authority before the landscape settles into established patterns.

The investment required for GEO implementation is measurable and manageable. Unlike some emerging marketing tactics that demand massive budget reallocation, GEO can begin with strategic content production, methodological refinement of existing work, and deliberate credibility building. Most UK businesses can start GEO implementation within existing marketing budgets by reallocating some SEO investment and adding new content focused on generative system visibility rather than traditional keyword rankings.

The business case is clear: generative search is growing in importance, user behavior is shifting toward generative interfaces, and visibility in those interfaces carries higher conversion potential than traditional organic results. UK businesses prepared for this shift now will build market positions that competitors will struggle to match later. Those maintaining SEO-only strategies are making the choice to gradually disappear from an increasingly important search channel.

Evaluate your business’s GEO readiness honestly. How visible is your business in generative search results right now? How much of your customer research happens through generative interfaces in your industry? How much would it cost to lose market share to competitors who invested in GEO while you maintained SEO-only focus? The answers to these questions determine whether GEO transition is a strategic opportunity or an increasingly urgent business necessity.

Frequently Asked Questions About GEO Versus SEO for UK Businesses

What exactly is the difference between GEO and SEO, and can I do both simultaneously?

Search Engine Optimisation (SEO) focuses on making your website and content rank well in traditional search results using tactics like keyword optimization, link building, and technical improvements. Generative Engine Optimisation (GEO) focuses on making your content valuable to AI systems that synthesize information to create generated answers – things like clarity of methodology, verifiable data, and cross-source recognition. You can absolutely do both simultaneously. In fact, most successful strategies do. The key is recognizing that GEO and SEO have different content priorities. Content optimized purely for SEO keyword rankings might not contain the verifiable data and comprehensive answers that generative systems need. Content designed for generative synthesis might not use specific keyword phrases that traditional ranking algorithms reward. The overlap is significant – good content often serves both – but the optimization priorities differ. Many UK businesses find that adding GEO focus while maintaining SEO presence delivers better overall results than either approach alone, because it covers visibility across both traditional and generative search interfaces.

How do I measure whether GEO is actually working for my business?

Measuring GEO effectiveness is harder than measuring SEO because you can’t just check keyword rankings in a dashboard. However, several measurement approaches work: manually query relevant questions in Google AI Overviews, ChatGPT, and Perplexity to see whether your business appears in the generated answers (most UK businesses don’t currently do this regularly, which is why they underestimate the importance); monitor website traffic sources to identify traffic arriving from AI platform referrals (though this is less visible than traditional search); track mentions in generative results by searching relevant industry questions and noting when your business gets cited; use available GEO monitoring tools that track visibility in generative answers for specific query categories; measure business outcomes – do qualified leads from customers who mention finding you through AI search convert better or differ in quality than those from traditional search; conduct customer research asking where they discovered your business and whether they used AI tools; monitor industry mentions and third-party citations as proxies for the credibility signals that generative systems evaluate. The measurement approach that works best is probably a combination: regular manual checking of generative visibility in key query areas combined with business outcome tracking to see if leads arriving from AI-influenced research behave differently than those from traditional search.

Will Google’s generative search features eventually replace traditional organic results completely?

This is genuinely uncertain – Google hasn’t publicly committed to phasing out traditional organic results. However, the trajectory suggests generative features will occupy an increasingly prominent position in search results. User behavior is already shifting this direction, particularly among younger demographics in the UK market. Instead of betting on whether traditional results disappear entirely, it’s more strategic to prepare for a future where generative interfaces capture an increasing share of user attention. Your business needs visibility in both places, with emphasis proportional to where your target customers actually search. This is why the GEO versus SEO framing is somewhat misleading – the real question isn’t which to choose but how to allocate resources across both. If you’re an established UK business with strong traditional SEO momentum, maintaining that visibility while building GEO visibility is the pragmatic approach. You’re hedging against uncertainty while ensuring visibility across the full spectrum of how people search.

Is GEO just another way that agencies are going to charge more for the same work?

This is a fair skepticism. Some agencies are definitely using GEO terminology as a way to rebrand existing content marketing or SEO services and justify higher fees. However, genuine GEO work differs measurably from traditional SEO. It involves different research and content development approaches, requires different credibility-building tactics, and demands different measurement and optimization processes. A business getting a GEO proposal should ask specific questions: How does the proposed content approach differ from our current SEO content strategy? Which credibility-building activities are included and how will they differ from link-building tactics? What specific generative systems will be targeted and how will success be measured? What timeline is expected before visibility in generative results actually appears? If an agency can’t clearly articulate how GEO differs from SEO in practical terms, they’re probably just rebranding existing services. Legitimate GEO work will involve content restructuring, credibility building through peer recognition rather than just links, and strategic positioning within generative system criteria that traditional SEO doesn’t emphasize.

What industries or business types benefit most from GEO compared to traditional SEO?

Any business where customers do research before deciding – which is most industries – can benefit from GEO visibility. However, GEO returns are particularly high for: professional services (accountants, lawyers, consultants) where generative systems increasingly provide advice or recommendations; healthcare and wellness (clinics, therapists, practitioners) where patients research conditions and providers through AI; financial services where investors and planners research strategies and products; technology companies publishing original research or proprietary methodologies that generative systems cite; educational providers where students research programs and institutions; and B2B services where business buyers research problems and solutions. These sectors benefit because generative AI systems treat them as higher-stakes decisions where they’re more likely to synthesize information and cite credible sources rather than just finding a single answer. Industries where search is more transactional – someone looking for a specific product price or a specific location – see less immediate GEO benefit. But even in transactional sectors, the patterns are shifting as generative systems become more complex and begin influencing purchasing decisions earlier in the research process.

How long will it take to see results from implementing a GEO strategy?

This varies more than SEO because it depends on your starting credibility position and your industry. A UK business that’s already well-known in their sector, already cited by peers and competitors, and already has strong content might see generative visibility shift within 8-12 weeks of implementing GEO-focused content strategies. A business that’s less established might need 4-6 months of consistent content production and credibility building before generative systems reliably include them in relevant answers. The timeline differs significantly from SEO because GEO success depends on external recognition and cross-source citations rather than just on-page optimization. You can technically improve SEO metrics within weeks by optimizing existing content. GEO improvements require that external sources recognize your expertise and that generative systems learn to incorporate your insights into synthesized answers. The patience required for GEO is longer than SEO, but the competitive advantage lasts longer too once established. Most UK businesses should plan for 3-6 months of initial implementation before expecting significant business impact, with continued improvement thereafter as credibility and visibility compound.

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Alisa Bolokhovets Founder & CEO · BAMS Digital · MBA, University of Edinburgh · Published July 17, 2026

GEO practitioner since 2024. Led delivery of 5,200+ AI citations across 500+ B2B brands. Research background in AI-driven content strategy and LLM citation behaviour.

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