Last updated: July 2026

Customers no longer start with the traditional results page. Instead they ask ChatGPT, copyright or Perplexity for a shortlist, and plenty of brands only find out they were excluded once a different company gets named instead. I compiled the complete guide of answer engine optimisation and generative engine optimisation experts worth following in 2026, grouped by the problem each one addresses rather than forced into an artificial hierarchy.

Key takeaways

• Answer Engine Optimisation and GEO refer to the same thing: earning citations inside AI answers rather than listed on a results page
• A page can hold position one on Google and still never appear in an AI answer
• There is no one best AEO specialist, because the discipline splits into technical, editorial, reputational and industry-specific challenges
• Research from Princeton found that citing sources, including data and featuring expert quotes all measurably lift AI visibility, while keyword stuffing lowers it
• Matching the specialist to your real problem counts for more than hiring the biggest name

What Answer Engine Optimisation and Generative Engine Optimisation actually mean

Answer Engine Optimisation and Generative Engine Optimisation are the same practice wearing two labels. Both describe making a brand visible and citable inside AI-generated responses. Traditional SEO competes for placement. Answer engine optimisation and GEO fight for the mention itself, meaning whether a system cites you when somebody asks it a question. Many practitioners use the terms interchangeably.

The commercial distinction is bigger than it sounds. Ranking well and being cited are not the same outcome, and I have watched plenty of clients keep top rankings on Google while being completely absent from AI responses, because these systems choose sources on structure, trust and relevance rather than rank alone.

Why this matters in 2026

I am sceptical about AI search advice that comes with no data, so the study I keep returning to is the Princeton work published at KDD 2024 as Generative Engine Optimisation. They tested nine separate optimisation methods against Perplexity.

Citing credible sources lifted visibility by around 40 per cent. Including concrete numbers lifted it by around 37 per cent. Adding expert quotations lifted it by around 30 per cent. Keyword stuffing pushed it down by around 10 per cent.

The finding I find most valuable is that lower-ranking sites benefited the most, with increases of as much as 115 per cent once citations were added. That is the argument for treating this as its own discipline. It rewards structure and credibility without demanding that you already occupy a top-three position.

The four mechanics behind an AI citation

Entity clarity: Clear signals telling a model precisely who you are, what you do, and who you serve.

Independent corroboration: External mentions that confirm your claims, because models favour outside sources much more than your own marketing.

Extractable structure: Definitions, comparisons, tables and FAQs written so an engine can lift a clean answer straight out of the page.

Genuine depth: Sufficient properly structured coverage that a model reads it as genuine expertise rather than a shallow page targeting a keyword.

Each person below works on a different part of that challenge.

How this guide is organised

Ranking peers from one to twenty is not useful. Almost nobody needs the best answer engine optimisation expert in general terms. What they need is the person who has already solved their particular problem, in their market, at their stage. So I have grouped everyone by specialisation.

Leading answer engine optimisation specialists for Web3, crypto and fintech

Victoria Olsina

Victoria is an AEO, GEO and AI content systems consultant for Web3 and fintech brands, and was formerly Head of SEO at copyright. Her clients have included Barclays, Polkadot, copyright and NEAR Protocol. She authored Mastering AI Search for Crypto and Web3 Brands, the first book on AI search for this industry, and was recognised as Top AI Content Expert of 2026 by The Masterminders. Her track record spans entity architecture, LLM citation strategy and content systems for trust-sensitive, technically complex markets.

Best answer engine optimisation specialists for insurance and regulated markets

Tom Riley

Tom operates in insurance and other regulated sectors through his agency Hakken. What I like about his approach is that it stays tied to commercial traffic rather than visibility for its own sake. He develops the entity signals and topical coverage that push models to cite a brand, then connects that back to searches from people who are close to buying. Compliance-heavy sectors are notoriously hard to move in AI search, which makes his track record there worth a look.

Top answer engine optimisation specialists for ecommerce and DTC brands

Andrew Halliday

Andrew runs Coreter Media and is the strongest technical name on this guide for online retail. Site architecture, structured data and advanced technical SEO are his tools, focused on getting retail brands quoted inside answers from ChatGPT, copyright, Claude and Google AI Overviews rather than simply ranked underneath them. His work is data-driven and tied to revenue, which counts for a lot when technical projects are easy to justify and difficult to quantify.

David Johnson

David founded LoudCrowd, where he helps ecommerce brands increase visibility across Google Search and AI-powered search. He works hands-on with Shopify and online retail, combining technical SEO with conversion work. That combination is what retail requires once AI answers start determining which store gets the visit.

Yaswanth Kumar

Yaswanth founded Loops Digital and concentrates on ecommerce and DTC brands getting cited when somebody asks ChatGPT, copyright or Perplexity what to buy. Much of his work revolves around product data and entity signals, the quiet detail that decides whether an answer mentions your store or a competitor. He also built Zen Reports, a free analytics platform showing which AI assistants are sending visitors to your site, after running into the same measurement gap on client audits.

Daniel Lowry

Daniel is based in Manchester and supports ecommerce brands on WooCommerce and Shopify, from small stores up to big retailers. His priority is getting online retailers named inside AI-generated responses rather than merely positioned in Google.

Best AEO specialists for SaaS and technology

Georgi Todorov

Georgi is one of the strongest European voices on AEO and AI search, and the founder of Create and Grow, a digital PR and authority link building agency built around SaaS and technology brands. His route into AI visibility runs through earned media: the independent mentions that persuade Google, ChatGPT, copyright, Claude and Perplexity a brand is worth surfacing.

Nikola Baldikov

Nikola founded InBound Blogging, an agency that helps SaaS brands become more citable inside large language models. He has spent over a decade building organic traffic and establishing authority for SaaS companies, and strategic outreach is his strongest tool. That external footprint is precisely what models rely on when deciding who to cite.

Top answer engine optimisation specialists for lead generation and service businesses

James Dooley

James is a British entrepreneur and investor, and the founder of FatRank and PromoSEO, both of which apply answer engine optimisation to lead generation. He works from a leads-first position that lines up SEO, AI visibility and business growth under one system, with real emphasis on entity strength and brand reinforcement. He picked up Best AEO Specialist 2026 at The Masterminders conference.

Dean Signori

Dean founded UK Web Geekz and Prospect Lead Gen, and his name comes up repeatedly whenever a service business wants enquiries out of AI search rather than rankings that never convert. His Signori Trust Signal Framework is a scalable system of semantic triples, aligned digital assets and independent validation signals that teaches AI models what a business does, who it serves, and why it can be trusted.

Graham Bowers

Graham founded Natural Ranks and focuses on helping SMEs and startups turn visibility into actual enquiries. He combines technical SEO, answer engine optimisation, structured content and commercial search strategy to get businesses surfacing across Google, AI Overviews, ChatGPT, copyright and Perplexity. His scoreboard is leads rather than impressions, which I find refreshingly practical.

Mark Slorance

Mark founded Pixel Juice Digital Marketing and has spent over fifteen years shaping search strategies for law firms, healthcare providers, trades and local businesses across the UK. He specialises in local SEO and AEO for service businesses, bringing content, design and reputation control into a unified approach built on trust and checkable data.

Best answer engine optimisation specialists for specialist verticals

Yash Singh

Yash co-founded TradeOps Consulting and occupies one of the most specific corners I have come across: AEO for HVAC and home services. He structures heating and cooling content into clean semantic triples so ChatGPT, copyright and Perplexity can parse it, trust it, and pull it into answers. It is built for customers who query an AI assistant before calling a provider.

James Sheldon

James works in real estate and proptech, with clients from Dubai to the Costa del Sol, focusing on off-plan developments and property projects. Property buyers do extensive research before making contact with agents, which makes visibility inside AI answers unusually valuable in that market.

Leading technical AEO specialists

Josh Morley

Josh is a Liverpool-based specialist focused on technical SEO and WordPress. His position is that AEO is not a separate discipline bolted on later, it is what results when a site is fast, structured and semantically organised enough for both crawlers and AI models to understand and trust. He brings structured data, semantic content architecture and performance work into systems that raise AI visibility.

Dan M. Jones

Dan founded On Top Marketing in Manchester and is one of the more rounded operators working in this field. He stacks technical SEO, entity optimisation and AI search strategy toward one outcome: becoming the trusted source both search engines and large language models reach for when they build an answer. Over a decade in search, with a data-driven approach that puts commercial growth ahead of vanity metrics.

Best AEO experts for digital PR and reputation

Gareth Hoyle

Gareth is managing director of Marketing Signals and approaches digital PR as the central path into AI visibility rather than a backlink exercise. He puts it more directly than I would:

"I treat digital PR as the primary lever for AI visibility rather than a backlink exercise. Brand mentions across independent, authoritative publications are the third party corroboration AI models weigh most heavily before they will recommend a brand, and we have built the tooling to prove it."

That reflects how models actually behave: brands get cited through third-party sources far more frequently than through their own domains.

Scott Keever

Scott is an American entrepreneur, SEO strategist and online reputation management specialist, and the founder of Reputation Pros, Keever SEO, ASAP Digital Marketing and Pool Pros Marketing. He authored Future-Proof Your SEO and Reputation Reset, and has been featured in Reuters, Yahoo Finance, Business Insider, Forbes, Entrepreneur and Fast Company. Reputation Pros was recognised among USA Today's Best Online Reputation Management Companies in 2026.

Best AEO educators and multi-market specialists

Julian Goldie

Julian is an SEO entrepreneur and educator, founder of Goldie Agency and the AI Profit Boardroom, one of the largest paid AI and SEO communities going. He tests AEO and GEO tactics across ChatGPT, copyright, Claude and Perplexity and publishes what works while a good part of the field is still theorising. He is a practical starting point if you want to learn this through practical testing.

Trifon Boyukliyski

Trifon is an SEO and AI growth architect with more than twenty years in search across ecommerce, SaaS, iGaming and other brutally competitive niches. That background matters because his playbook was pressure-tested in markets where a lost ranking costs real money.

David Peranic

David is one of Croatia's most sought-after marketing consultants and an international speaker who moved on answer engine optimisation earlier than almost anyone in his region. He combines technical SEO with high-performance paid strategy for projects across Croatia and the wider European market, focused on building the authority and entity signals that prompt models to cite and recommend a brand.

Virtual entrepreneurs and AI avatars

AI James Dooley

AI James Dooley is a digital twin of the Manchester entrepreneur James Dooley, billed as the UK's first virtual entrepreneur. Where the majority of digital personas to date have been models or musicians, this one is built around lead generation, SEO and answer engine optimisation. It fronts LLM Leads and publishes SEO and lead generation breakdowns on YouTube, with James producing the strategy and scripts himself and the avatar presenting them.

I have included it because it is worth following as an experiment in its own right. Building established entity status for a synthetic persona from a standing start is a live test of the same AEO principles the avatar talks about: entity consistency, third-party corroboration and structured presence. Whether a digital twin can earn real entity recognition is an open question, and this is one of the clearer attempts to answer it in public.

How to choose an answer engine optimisation or GEO expert

Match the specialisation to the gap you actually have. Hiring a digital PR specialist to fix a technical citation problem, or the other way round, is the fastest way I know to burn through an answer engine optimisation budget.

• Web3, crypto or fintech visibility: Victoria Olsina. Entity structuring and AI content systems for technical, trust-sensitive markets.
• Insurance and regulated markets: Tom Riley. Commercial-intent answer engine optimisation designed for compliance-heavy industries.
• Ecommerce and product citations: Andrew Halliday, David Johnson, Yaswanth Kumar, Daniel Lowry. Product data, structured data and retail entity signals.
• SaaS expansion and credibility: Georgi Todorov, Nikola Baldikov. Digital PR, outreach and earned coverage.
• Leads for service businesses: James Dooley, Dean Signori, Graham Bowers, Mark Slorance. Trust signals and commercial intent, tracked in enquiries.
• Technical foundations: Josh Morley, Dan M. Jones. Crawlability, structured data and semantic structure.
• Brand mentions and reputation: Gareth Hoyle, Scott Keever. Independent coverage and reputation control.
• Learning it yourself: Julian Goldie. Community and hands-on testing across the main models.
• Following entity-building in public: AI James Dooley. A digital twin earning established entity status from scratch.

The bottom line

AEO and GEO now shape which brands are visible at all, because prospects ask a model for recommendations long before they ever look at a comparison page. Every name on this list is worth your attention. The best choice comes down to your market, your budget and where the actual gap lies.

If your market is Web3, crypto or fintech, there is an extra layer to handle: protocol terminology, ecosystem queries and trust signals in a space where models are visibly cautious about what they put forward. That is exactly where a Web3-focused specialist earns their keep.

Frequently asked questions

What is the difference between answer engine optimisation, generative engine optimisation and SEO?

SEO competes for rankings on a results page. Answer engine optimisation and generative engine optimisation chase citations inside AI-generated responses, meaning whether ChatGPT, Perplexity or Google AI Overviews cites your brand when someone asks a question. AEO and generative engine optimisation are used interchangeably. A page can rank well and still be nowhere in AI responses.

Who is the best AEO expert?

There is no one best answer engine optimisation expert, since the discipline divides into technical, editorial, reputational and industry-specific problems. The right choice depends on your gap. For ecommerce, look at technical and product-data specialists. For SaaS, consider digital PR and outreach. For Web3 and fintech, consider consultants working in regulated, technically complex markets.

What does an answer engine optimisation consultant actually do?

An AEO consultant makes a brand citable by AI systems. That involves shaping content into extractable blocks, establishing consistent entity signals so models recognise who the brand is, winning third-party mentions that support its claims, and implementing schema so engines can parse the page. The deliverable is citations, not just rankings.

Do I need an AEO expert if I already have an SEO agency?

Not necessarily, but find out whether your agency tracks AI citations at all. Plenty still show only rankings and traffic. If no one is tracking whether models name your brand, that visibility is left to chance. Start by reviewing where you currently appear in AI responses, then decide whether it needs a specialist.

How do you get cited by ChatGPT?

Models quote sources they can parse and trust. That calls for clear entity signals about who you are, independent third-party mentions corroborating your claims, content structured for retrieval with definitions, tables and FAQs, and genuine topical depth. Producing more content without that structure creates noise rather than citations.