Every AEO Tool Checklist Assumes You Have a Marketing Team

The right question, asked of the wrong buyer.

The Question Frase Got Right

On 8 September 2026 Frase published a piece called "Answer Engine Optimization Tools: What to Look For Before You Buy". Its argument comes down to one line: what happens after the alert.

Their point is that most of what is sold as answer engine optimization is measurement, and that a dashboard telling you ChatGPT stopped citing you has done the easy half of the job. As they put it, a dashboard reports the lost citation, while a platform turns that finding into a corrected page on your live site.

That is right, and it is worth more than most of what is written about this field. The AEO category filled up fast with tracking products because tracking is the part you can build in a quarter. Fixing is slow, it touches the live site, and it is where the money goes.

So this is not a rebuttal. Frase and I agree about the shape of the problem. Where we part company is who is standing there when the alert arrives.

Read the Checklist Again, Looking for the Person

Frase lists ten dimensions to evaluate a platform on: engine coverage, citation metrics, buying-stage analytics, industry benchmarks, decay detection, draft quality, CMS publishing, customization, multilingual support, and governance controls.

Now picture the buyer. Someone who knows what buying-stage analytics are.

Someone with a CMS worth integrating, brand voice guidelines to check a draft against, a governance model with roles in it, and enough pages that content decay is a thing they track rather than a thing that happens to them. That person works in a marketing department.

The article says as much between the lines. One correction, it notes, can take about a week of someone's time, and the next page may decline before that work ends. A week of someone's time.

A dentist does not have a someone. The owner is the someone, and the week in question is the week they are booked chair-side from eight until five.

This is the gap in every AEO buying guide I have read this year, and there are a lot of them now. They are written for the company that has a marketing team and is choosing a tool for it. The overwhelming majority of businesses that will be affected by AI search do not have that team and never will.

What the List Leaves Out

There is a second problem with applying that checklist to a local business, and it is bigger than the staffing one.

For a plumber, a clinic or a garage, the input that decides whether an assistant names you is not draft quality and it is not decay detection. It is whether your facts agree. Your opening hours, your address, your service area, your phone number, the treatments you offer and what they cost, all saying the same thing on your website, your Google Business Profile, Apple Business Connect, Bing Places and whichever directories matter in your trade.

When those disagree, a model is holding four versions of your business and is confident in none of them. Low confidence reads as risk, and it recommends somebody else. I have watched this happen to practices that rank perfectly well in blue links, which is the disorienting part: page one of Google and absent from the answer above it.

None of the ten dimensions covers that work. It is not a content problem and no CMS integration touches it.

It is phone calls, logins to directories half of them have forgotten the password to, and an afternoon of tedium per business. It is also, in my experience, the single change that moves the number most.

The Three Answers Available to a Local Business

Strip away the category names and there are three things an owner can actually buy.

Software that reports. A subscription in the tens of dollars a month that tells you where you stand across the engines.

Genuinely useful if somebody is going to act on it. If nobody is, you have bought a monthly reminder that you are losing.

An agency retainer. Usually two to five thousand a month, scoped to your account, with people who will do the work. This is the right answer for a business with margin to support it, and it is out of reach for most single-location operators.

Doing it yourself. Free, effective, and the reason most owners never start is that it is not one task. It is ten small tasks in ten different logins, and it has to be repeated because the models keep changing their minds about you.

Everything else in this category is a variation on those three. When you read a comparison, the useful move is to work out which of the three it is describing, because the feature tables tend to blur the line on purpose.

What I Would Ask Instead

If you run a local business and somebody is selling you AI visibility, four questions get you further than any feature list.

Who does the fixing, and is it a person or me? Get a straight answer. Plenty of products answer this with a description of a workflow that quietly ends at your inbox.

Do you reconcile my facts across the directories, or hand me a list of what is wrong? This is the tedious part and it is where the results are. A provider who will not touch it is selling you the easy half.

What does the report count? Share of voice and impressions are easy to move and hard to spend. A report that earns its place names the prompts you were returned for, the prompts you were not, and who got named in your place.

What happens when I leave? Who owns the site, the content, the ad accounts, the listings claims. Some presence platforms stop syndicating your data when the subscription stops, and your listings go back to whatever they said before.

Where I Am Standing

I should say plainly that askotter sells a service in this category, so read the above knowing that. What askotter does is the third answer with the tedium removed: the fact reconciliation, the page rewrites, the schema and the llms.txt file, the monthly prompt report, with a person reviewing each change before it publishes, steered from a text thread because an owner will not open a dashboard on a working Tuesday. It is $99 a month if you drive it and $600 if we do.

That is the right buy for one kind of business and the wrong buy for several others. If you have a marketing team who want a tracking tool and will do the fixing themselves, Frase or one of the other visibility platforms will cost you a fraction of what we do and you should buy that instead.

If you have hundreds of locations, Yext and Uberall are built for exactly that and we are not. If nothing worth citing exists in your industry yet, a content agency is a better use of the money than any platform.

Frase asked what happens after the alert. For most of the businesses I work with, the honest answer is nothing, because there is nobody there to act on it. That is the problem worth solving, and it is not on anybody's checklist.