Honest limits · published August 1, 2026

What Nobody Can Honestly Promise About AI Search

If you have asked around about getting your business mentioned by AI assistants, you have probably heard some version of four claims. They sound like different offers. They are all the same offer, and it is one nobody can actually deliver.

By Christopher Buchner, founder of PruneQ

A promise of a rank or a position inside an AI answer.
A promise that a named assistant will recommend your business.
A promise that a markup package causes AI tools to cite you.
A promise of a specific number of leads, or your money back.

Those are claim types, not quotations, and no company is being named here. The point is the shape of the promise rather than who made it.

This page is easy for me to write and expensive for most of this industry to publish, which is why so little of it exists. PruneQ does not sell any of the four, so writing them down costs nothing. If you are reading this while holding a proposal, the last two sections are the useful ones.

What is genuinely controllable

Everything on this list lives on the website you own. That is not a small list, and it is the part worth paying for.

Whether the pages you care about can be reached and read at all. Response codes, redirects, robots rules, and anything a host or firewall is quietly blocking.
Whether one public URL represents each page, so the signals a page has earned are consolidated on one address instead of split across several.
Whether the page says plainly who you serve, what you do, how you are engaged, and what to do next.
Whether your name, business name, service description, and service area agree across your own site and the public profiles you control.
Whether the structured data on the page matches what a visitor can actually see.
Whether the contact path works, on a phone, from outside your own network.
Whether any of this is written down, dated, and checkable later.

Google's own guidance on its AI features points at the same fundamentals rather than at a separate set of AI tricks. Its 2026 guide goes further and says optimizing for generative AI search is still SEO, under a different name. That is convenient for anyone selling ordinary technical cleanup and inconvenient for anyone selling a secret.

What is not controllable, and why

Four reasons, and none of them is about effort or skill. They are all about who owns the system that produces the answer.

The systems change without telling anyone

Search and assistant behavior gets updated on schedules nobody outside those companies sees. A result that held for six weeks can move for reasons that have nothing to do with your site. Anyone promising a position is promising on behalf of a system they do not operate.

The same prompt does not give the same answer twice

Ask an assistant the same question twice and you can get two different answers, with different businesses named. That is normal behavior for these tools, not a malfunction. It means a screenshot of a good answer is evidence of one observation, not evidence of a standing position.

Nobody outside the model can see how the answer was assembled

There is no public record showing which sources an assistant weighed for a given answer, or why one company was named and another was not. Without that, no supplier can honestly claim their change caused the mention. They can show what they changed and when, and what the answers looked like before and after. Those are different claims, and the gap between them is the subject of this page.

Your competitors and the wider web keep moving

Third-party sources, directories, reviews, and coverage change constantly and mostly outside your control. A business can do everything right on its own site and still be described using a source it never chose.

One thing did change in 2026, and it is worth knowing about before someone sells it to you as more than it is. Search Console now carries a generative AI performance report for the sites that have it, since Google is still rolling it out. It reports impressions, meaning how often links to your site were shown inside AI Overviews and AI Mode, broken down by page, country, device and date.

That is real first-party evidence and it is worth turning on. It is also impressions only. There are no clicks and no queries in it, so it tells you that a page appeared and never tells you what was asked, what was said about you, or why you rather than somebody else. It narrows the unknown. It does not close it, and it covers one company's features rather than every assistant your buyers use.

What a guarantee would require someone to control

Rather than asking you to take my word for it, walk the promise backwards. For someone to guarantee that an assistant will recommend your business, they would need all five of these.

Control which sources the system draws on for a given question.
Control how the system weighs those sources against each other.
Control the phrasing of every question a buyer might ask, since a different phrasing pulls a different answer.
Control when the system next updates, and what changes in that update.
Control the answer for every person asking, on every device, in every location, at every moment.

Nobody outside the companies building those systems has any of the five. The people inside those companies have some of them and still cannot promise a specific business a specific mention.

So a guarantee here amounts to a claim about something the seller does not own, rather than a bolder version of the same service. In the United States, advertising claims are supposed to be substantiated before they are made. The Federal Trade Commission publishes its policy on advertising substantiation if you want to read what that standard actually says. It is short.

What an honest version sounds like

Losing the guarantee does not leave you with nothing to buy. It leaves you with a promise about work instead of a promise about outcomes.

We will fix these specific things on the site you own, and here is the list before you pay.
We will record what the site looked like before, with dates and screenshots.
We will record what the site looks like after, using the same checks so the comparison holds.
We will run a fixed set of buyer-style prompts on a fixed schedule, save what came back, and show you the record rather than a score.
We will tell you what the record does not prove, in the same document that shows the record.

That is a weaker sales pitch and a stronger contract. Every line of it can be checked by you, on your own site, without trusting anybody.

The method for the fourth line is written up in full in how to measure AI search visibility without fake precision, which separates technical eligibility from repeated answer observations from traffic from inquiries, and keeps the limits of each visible.

For a worked example of the whole approach applied to PruneQ's own website, including the parts that were not good, the PruneQ website baseline is a public self-audit with no outcome claim attached to it. Publishing your own unflattering baseline is the cheapest honest signal available, and it is rare for a reason.

What PruneQ does not sell

Stated plainly, because a page about honest promises that hides its own would be a strange thing to publish.

Guaranteed AI rankings
Promises that ChatGPT, Gemini, or Google will recommend you
llms.txt sold as a Google ranking tactic
Bloated schema packages or spam FAQ markup
Mass AI-generated content farms
Fake reviews or fake forum posts

PruneQ does keep an llms.txt file on this site. It is a cheap summary for services that choose to use it, and it has never been sold here as a ranking factor, because it is not one. Google's own guide to optimizing for its generative AI features says in plain words that you do not need to create AI text files or special markup to appear in Google Search, and that doing so will neither harm nor help visibility there. Anyone charging you for one as an AI ranking tactic is charging for a file the documentation says does nothing for that.

Five questions to ask whoever is selling you this

Ask these in writing and keep the answers. A supplier who is comfortable with the limits will answer all five in a paragraph each. A supplier who is not will move the conversation to a call.

What exactly are you promising, written down, before I pay?
Which part of that is on my website, and which part is on somebody else's system?
What evidence will I get, and on what dates?
What would count as this not having worked?
What happens to my site if I stop paying you?

What this page is not saying

It is not saying the work is pointless. A site that cannot be crawled, contradicts itself, or hides what it sells gives every system less to go on, and fixing that is real work with a real effect on what is available to be found.

It is not saying nobody can help you. The help on offer is a cleaner, clearer, more consistent website plus an honest record of what happened, and anyone describing more than that is describing something they do not control.

And it is not saying PruneQ is the only honest option. The five questions above work on anyone, including me. Use them.

The full picture of what owned-site readiness covers is on the AI search visibility page, including the measurement work and the specific things that page refuses to claim.