If you have asked ChatGPT, Gemini, Perplexity or Claude for a recommendation lately, you have already seen the shift that a whole new category of marketing firm is built around. Instead of a list of ten blue links, you get a written answer that names a handful of businesses, explains why they might suit you and moves on. There is no second page. If your company is not in that answer, you were never in the conversation.
Answer Engine Optimization, usually shortened to AEO, is the practice of making a business more likely to be named, described accurately and recommended in those AI-generated answers. An AEO agency is a firm that does that work for you. This article explains what these agencies actually do, how their work overlaps with traditional SEO, what you can reasonably do on your own, and the signs that it might be time to bring in outside help.
How an AI assistant assembles an answer
To understand what an AEO agency is trying to influence, it helps to know roughly how an answer gets built. When you ask an assistant something like “which accountants near me work with small e-commerce businesses”, the system does not simply recall a memorised list. Depending on the product, it will usually do some combination of the following.
- Retrieve live web content. Many assistants run a search behind the scenes, pull in a set of pages and read them before writing. Pages that state facts plainly, answer the question directly and are easy to parse have an advantage here.
- Draw on entity data. The model has an internal sense of which businesses exist, what they do and how they relate to places, industries and other organisations. That sense is built from the whole web: directories, review sites, press coverage, social profiles and your own site.
- Weigh corroboration. A claim that appears on one page is weaker than a claim repeated consistently across many independent sources. Consistency of your business name, address, phone number, services and descriptions across the web matters more than it did for classic search.
- Cite and summarise. Several products show citations next to the answer. Being cited is often the practical goal of AEO, because a citation is both a mention and a link.
The key difference from a traditional search results page is compression. A search engine can show dozens of results and let the user sort them out. An answer engine has to commit to a few names. That is why practitioners say AI answers have “no page two”: there is a small number of slots, and everything else is invisible.
What an AEO agency actually does
Because the underlying systems are opaque and change frequently, a good agency does not sell a trick. It sells a process. The work typically breaks down into several strands.
- Question research. Instead of starting from keywords, the agency maps the actual questions prospective customers ask assistants, in the phrasing they use. “Best CRM for a two-person consultancy” is a different query from “CRM software”, and it demands different content.
- Content restructuring. Existing pages are rewritten so that the direct answer sits near the top, facts are stated unambiguously, headings match the questions people ask, and supporting detail follows. This is less about producing more content and more about making current content legible to a machine that reads quickly.
- Entity and citation building. The agency works to get the business mentioned on relevant third-party sites: industry directories, trade publications, partner pages, local press, podcasts and comparison articles. These mentions help the model form a stable picture of who you are.
- Review and listing consistency. Google Business Profile, Apple Maps, industry-specific directories and review platforms are audited and corrected so that the same facts appear everywhere. Conflicting information is one of the most common reasons an assistant describes a business incorrectly or leaves it out.
- Schema and structured data. Adding machine-readable markup for organisation details, services, products, FAQs and reviews gives retrieval systems clean facts to work with, rather than forcing them to infer from prose.
- Monitoring. Perhaps the most distinctive part of the service. The agency regularly asks the major assistants the questions that matter to the client, records what comes back, and tracks whether the client is named, how it is described and which competitors appear instead.
That last point deserves emphasis. Because answers are generated fresh each time and vary by product, region and phrasing, you cannot check your position once and forget about it. Some agencies build their own tooling for this. Omni Eclipse, for example, runs a client dashboard it calls Eclipse Portal that records what the assistants say about a client every day, so that changes and regressions are visible rather than discovered by accident.
How AEO relates to SEO
It is tempting to think of AEO as a replacement for search engine optimisation. It is not. The two disciplines share most of their foundations, and a business with poor SEO fundamentals will struggle in AI answers too, because the assistants lean heavily on the same crawlable, well-linked, authoritative pages that search engines have always rewarded.
Where they differ is in emphasis. Classic SEO is concerned with ranking a page for a query and earning a click. AEO is concerned with being selected as a source and named in a synthesised answer, which may or may not produce a click at all. That shifts attention toward direct, factual phrasing over keyword density, toward third-party corroboration over on-site volume, and toward consistency of entity information over link quantity. It also changes what success looks like: being cited or recommended is the outcome, not a position on a list.
In practice, a competent agency treats the two as one programme with two sets of measurements. If someone tells you that SEO is dead and only AEO matters, be cautious. If someone tells you AEO is just SEO with a new name and nothing needs to change, be equally cautious.
What you can do without an agency
Not every business needs to hire anyone for this. A reasonable amount of the groundwork is within reach of an owner or a small in-house team.
- Ask the major assistants the questions your customers would ask and write down what they say. Note whether you appear, whether the description is accurate and who is named instead. Repeat monthly.
- Check that your name, address, phone number, opening hours and core services are identical across your website, Google Business Profile and the main directories for your sector.
- Rewrite your key service pages so the first paragraph answers the obvious question plainly: what you do, for whom, where and at what rough price point.
- Add a genuine FAQ section built from real customer questions, and mark it up with structured data if your platform supports it.
- Encourage reviews on the platforms your customers actually use, and respond to them.
- Pursue a few relevant third-party mentions: a local paper, an industry association listing, a supplier’s partner page.
Doing these things consistently for a few months will put many small businesses ahead of competitors who have not thought about AI answers at all.
When a business actually needs an AEO agency
The honest answer is that outside help becomes worthwhile when the problem is bigger than the time and expertise you have available. Some situations where that tends to be true:
- Assistants describe your business inaccurately. Hallucinated or outdated descriptions are a real risk. A model might say you are closed, list services you no longer offer, or confuse you with a similarly named company. Untangling the sources of that confusion across the web is detailed, tedious work.
- Competitors are consistently named and you are not. If your monthly checks keep producing the same rival names in answers for your core queries, you are losing enquiries you never see, and the gap usually reflects a citation and consistency deficit that takes structured effort to close.
- You operate in a category where AI recommendations carry weight. Software, professional services, specialist retail, property and anything else people research before buying are areas where a growing share of prospects ask an assistant first.
- You have an in-house team that is stretched. Marketing teams already juggling paid media, email, social and classic SEO often lack the bandwidth to add daily monitoring and cross-platform entity work.
- You are an agency yourself. Some AEO firms offer white-label arrangements so that marketing agencies can add answer-engine work to their client offering without building the capability from scratch.
If none of these apply, and you are a very local business whose customers come mainly from referrals and word of mouth, the self-serve steps above may be all you need for now.
How to judge an agency before you sign
The category is new enough that quality varies widely. A few tests help separate serious operators from opportunists.
- Ask for case studies. A credible firm should be able to describe, in specific terms, what it did for real clients across different sectors and what changed. Vagueness here is a warning sign.
- Refuse guarantees. No one can guarantee placement in an AI answer. The systems are proprietary, change without notice and produce different outputs for different users. An agency that promises you will be “number one in ChatGPT” is either misinformed or misleading you.
- Insist on monitoring. If the agency cannot show you, on a regular cadence, what the assistants are actually saying about you, you have no way to judge whether the work is having any effect.
- Look for transparency about method. You should be able to understand what is being changed on your site, which third-party placements are being pursued and why. Secrecy usually hides a lack of substance.
- Use the audit. Many firms, including Omni Eclipse, offer a free AI visibility audit as a first step. A useful audit tells you where you currently stand, what is wrong and what it would take to fix it. It is also a good way to assess how the agency thinks before committing money.
Talking to an AEO agency should feel like a diagnostic conversation rather than a sales pitch. If the first meeting is all about the size of the opportunity and not at all about your specific situation, keep looking.
Timelines and realistic expectations
Changes in AI answers do not happen overnight. Structured data and content edits can be picked up by retrieval systems relatively quickly, but the entity picture a model holds of your business is built from many sources and updates gradually. Third-party mentions take time to earn and time to be crawled. A reasonable engagement plans in months, with early wins on accuracy and consistency, and slower gains on being recommended for competitive queries.
It is also worth remembering that the assistants themselves change. A product might start citing sources it previously ignored, or shift how it weighs reviews, or begin answering a category of question it used to decline. Ongoing monitoring exists precisely because the ground moves. Any agency that presents AEO as a one-off project rather than a continuing discipline is describing a different, and probably less useful, service.
Where AI search fits alongside everything else
Finally, keep perspective. Referrals, paid advertising, email, social channels and classic organic search are not going away. AI answers are one more channel, growing in importance, that rewards businesses whose information across the web is accurate, consistent and well corroborated. The encouraging part is that the work required to show up well in AI answers is largely the same work that makes a business trustworthy in every other channel: say clearly what you do, make sure everyone else says the same thing, and give people reasons to talk about you.
An AEO agency, at its best, is a team that does that work systematically and shows you the results. Whether you need one depends less on how new the technology is and more on whether the gap between where you are and where you want to be is something you can close yourself. For a growing number of businesses, especially those already watching competitors get named while they are not, it is a question worth taking seriously. A first step that costs nothing is to ask the assistants about your own business today and see whether you like what they say. If you do not, firms such as Omni Eclipse and others in the field exist to help you change it.
