AEO consultant: what one does, what it costs, and when crypto, Web3 and fintech teams need one

I get asked what I actually do as an AEO consultant more often than I get asked about SEO now. That says something about where buyers are. Most marketing teams know their customers are asking ChatGPT, Perplexity, Gemini and Google AI Overviews for recommendations. Very few know who is being recommended, why, or what they could do about it.

This is the plain version of the job, written from inside it.

What an AEO consultant does

An AEO consultant gets a brand cited, accurately, inside AI-generated answers. Not ranked on a page of links, but named in the answer itself. In practice the work splits into four parts.

1. Measuring where you stand

You cannot optimize what you are not measuring, and screenshots of a single prompt are not measurement. The baseline is a fixed set of prompts covering how buyers actually ask about your category, run repeatedly across each engine, with citation share recorded against named competitors. I build prompt sets around five question types for each core topic: definition, comparison, alternatives, use case, and buying. That structure comes from a 50,000-brand study of ChatGPT that defined topic ownership the same way, and found only 15.2% of topics had a clear owner.

2. Finding the sources behind the answer

AI engines build answers from whatever describes a topic most clearly and consistently. That is often not your website. It might be a comparison site, a news aggregator, a data platform, a forum thread or a competitor's explainer. Mapping which sources the engines lean on for your category is usually the single most useful thing an AEO consultant hands over.

3. Changing the inputs

Then you change what the models see: answer-first content on your own site, cleaner entity data and structured markup, corrected facts on third-party profiles, and earned presence in the specific publications and platforms the benchmark shows the engines already trust.

4. Tracking share over time

The same prompt set gets re-run on a schedule. The number that matters is topic-level citation share and the margin over the next competitor, because leads in AI answers are fragile. In the same Semrush data, topics that changed hands typically did so from a lead of little more than a percentage point.

AEO consultant vs SEO consultant

The two share foundations: crawlable, well-structured sites, authority, and content that answers real questions. The difference is the unit of success. SEO is measured by position and clicks. AEO is measured by whether you are the source the answer is built from, and whether the answer gets you right. A page can rank first and never get cited. A page that barely ranks can get pulled into an AI answer because it answers one question more precisely than anything else. I've written more on how the terms overlap in AEO vs GEO vs LLMO.

Good AEO consultants are almost always experienced SEOs. The reverse is not automatically true.

What an AEO consultant costs

Pricing varies more than SEO because the market is young. Most engagements I see follow the same shape: a fixed-scope benchmark and audit first, then either an ongoing monthly programme or fractional advisory working alongside an in-house team or agency. In crypto specifically, I've mapped the agency retainer ranges, from content-only work at the bottom to full-stack programmes with dedicated citation tracking at the top. If a quote does not include how citation share will be measured, you are paying for content production with a new label.

Why sector specialism matters more for AEO than SEO

Generic AEO advice is written for SaaS and ecommerce. In finance and crypto, three things change the job.

Accuracy becomes a risk, not a nice-to-have. In MiCA research I ran through ColdChain, Binance appeared in roughly 76% of AI-generated answers about EU crypto exchanges despite not holding a valid MiCA licence. For licensed competitors, that is buyers being pointed at a provider that cannot legally serve them.

Authority does not transfer automatically. In August 2026, lseg.com was cited 1,200 times by AI engines in its own topic space, with Yahoo at 997 and YouTube at 850 close behind. I break that down in the LSEG AI visibility analysis.

The sources are vertical-specific. Crypto answers lean on outlets like Cointelegraph, data platforms and project docs. Fintech answers lean on analyst coverage, trade press and comparison sites. Knowing which ones shape your vertical is most of the leverage.

That is why I've written separate guides on what the role looks like in each sector:

Crypto AEO consultant: exchanges, wallets, stablecoins and CeFi, where licensing accuracy decides who gets recommended.
Web3 AEO consultant: protocols, dApps and DAOs, where docs, governance forums and community sources do the heavy lifting.
Blockchain AEO consultant: L1s, L2s and infrastructure, where chain comparison prompts and data aggregators decide who is shortlisted.
Fintech AEO consultant: payments, financial data, trading and regulated platforms, where every answer-ready page has to clear compliance.

When you actually need one

You probably need an AEO consultant if your category is being discussed in AI answers and you either don't appear, appear inaccurately, or appear behind a competitor you beat in Google. You probably don't yet if your SEO foundations are broken, because AEO built on a site that can't be crawled or trusted doesn't hold. Fix that first.

Frequently asked questions

What does an AEO consultant do?

An AEO consultant gets a brand cited accurately in AI-generated answers from ChatGPT, Perplexity, Gemini and Google AI Overviews. The work covers benchmarking citation share across a fixed prompt set, mapping the sources the engines rely on, changing those inputs through content, entity data and earned coverage, and tracking share over time.

Is an AEO consultant different from an SEO consultant?

Yes, though the skills overlap. SEO is measured by rankings and clicks. AEO is measured by citation share and answer accuracy inside AI responses. Most good AEO consultants have a strong SEO background, because crawlability, structure and authority still underpin what AI engines retrieve.

How much does an AEO consultant cost?

Most engagements start with a fixed-scope AI visibility benchmark and audit, then move to an ongoing monthly programme or fractional advisory. Costs depend on market size, number of topics tracked and how much content and source work is in scope. Any quote should state how citation share will be measured.

How long does AEO take to work?

Engines that retrieve live results, like Perplexity and Google AI Overviews, can reflect changes within weeks. How a model like ChatGPT describes a whole category moves more slowly and is best measured quarter over quarter.

Do crypto and fintech companies need a specialist AEO consultant?

It helps. Regulated and crypto brands face accuracy risks around licensing, fees and availability, need content that clears compliance review, and are cited from different source sets than SaaS or ecommerce brands. A specialist will know which sources shape answers in your vertical.

Where to go from here

If you want to see where your brand stands, send me your company, your market and two or three competitors. I'll run the prompts and show you who AI is recommending instead of you, and why. Or read how I work as a fintech AEO consultant for the full process.