AI search guarantees: what an AEO agency can honestly promise

1. Can anyone guarantee your business shows up in AI answers?
2. Why a guarantee is harder to judge than it sounds
3. What our recorded answers show about promises
4. What to ask a provider before you sign
5. Questions owners ask
6. How we got these numbers
7. Sources
8. See it on your own website

Can anyone guarantee your business shows up in AI answers?

Maybe an agency called or emailed with an offer. It might have said "guaranteed placement in ChatGPT," "recommended by AI in 30 days" or "page one or your money back." You want more calls, and the promise sounds like a safe bet. This guide explains what such a promise can and can't mean.

The short answer is no. Nobody outside OpenAI, Anthropic and Google controls which businesses their assistants name. Google tells site owners plainly that if a provider guarantees first place in search results, they should find someone else ¹. Google also says a page that meets every requirement and follows every policy still may not be shown ².

That doesn't make every AI-search provider dishonest. It means the honest ones promise different things. A provider can commit to the work it controls:

• A written list of what it will build or fix, with dates.
• Accurate facts about your business on your website and listings, checked against their sources.
• Making sure assistants' search tools are allowed to read your site.
• Reports that show the questions asked, the answers given and the dates, including the answers where you weren't named.
• Accounts, domain and Google Business Profile that stay in your name, with a clear way to leave.

What it can't promise is the outcome: that a given assistant will name you, for a given question, every time someone asks. The rest of this guide explains why, shows what our recorded answers reveal, and lists the questions to ask before you sign anything.

Merchant Context sells this kind of work too, so hold us to the same test. Our own service page says we don't guarantee rankings or AI recommendations ³.

Why a guarantee is harder to judge than it sounds

Some guarantees are true but worthless

A provider can make a promise it is sure to keep by choosing an easy test. Ask an assistant "Who is [your business name]?" and it will often find you, because it is searching for your name. That says nothing about the question a homeowner actually types, such as "emergency plumber near me tonight."

Watch for other easy tests, too: one handpicked question, a single screenshot, one day, or "appearing" anywhere in a list of ten. Each one can be met without bringing you a single new customer. A promise is only as good as the test behind it, so always ask which questions, how many times and on which assistants.

An ad is not a recommendation

Some sellers suggest they can buy you a place inside the answer. The assistant makers say otherwise. OpenAI announced plans for ads in ChatGPT in January 2026. It says ads do not influence ChatGPT's answers and are always labeled and kept separate ⁴. Anthropic says Claude will stay ad-free and its responses won't be influenced by advertisers ⁵.

For Google's local results, Google says there is no way to request or pay for a better local ranking ⁶. So anyone selling "paid placement" is selling either a labeled ad or nothing. A labeled ad may still be worth buying, but it is a different product from being recommended.

Nobody has inside data

Google says third-party tools don't have access to its internal ranking data, can't guarantee performance, and that their predictions are their own and may not happen ⁷. Its guide to AI search adds that no outside tool has access to its ranking or AI systems ⁸. In Google's view, AEO and GEO, the names for optimizing for AI answers, are still SEO ⁸.

OpenAI publishes how a website can appear in ChatGPT search, mainly by not blocking its search crawler ⁹. We found nothing from OpenAI, Anthropic or Google that explains how their assistants choose which local businesses to name. A provider who claims to know the formula, or to have a special relationship with one of these companies, is guessing or worse. Google lists claims of a "special relationship" among the warning signs ¹.

A money-back guarantee doesn't prove the claim

Under federal law, advertising must be truthful and advertisers must have evidence to back up their claims ¹⁰. The Federal Trade Commission says offering a money-back guarantee is not a substitute for that proof. It also says any conditions or limits on a guarantee must be clearly disclosed ¹⁰.

Calling something AI changes none of this. When the FTC announced a 2024 crackdown on deceptive AI claims, its chair said there is no AI exemption from existing law ¹¹. That sweep included schemes that promised AI-powered income that rarely, if ever, arrived.

Some reasons are about your business, not your website

Even a perfect website can't change how far your shop is from the customer, how soon you can send a truck, or what your reviews say. Assistants weigh those things too, as the next section shows. A provider can make sure assistants can find and confirm the facts. It can't make the facts different from what they are.

What our recorded answers show about promises

Between September 2 and October 14, 2026, we asked ChatGPT, Claude and Google AI Mode to recommend a local contractor 47,209 times: ChatGPT 19,577, Claude 16,358 and Google AI Mode 11,274. The questions covered HVAC, plumbing, electrical and roofing jobs in towns around Tampa Bay, Florida. Each was asked in a fresh conversation with web search on. These are observations of answers, not experiments. They show what happened, not what causes a recommendation.

Even the most-named business isn't named every time

Many identical questions were asked of the same assistant on three different days. That lets us check the core claim behind any guarantee: that a business can be named every time.

• ChatGPT: across 1,309 questions asked three times, 40% had no business named in all three answers. Of all the businesses named across those three answers, only 14% were named all three times.
• Claude: across 758 questions asked three times, 64% had no business named in all three answers. Only 5.1% of the businesses named appeared all three times.
• From one run to the next, ChatGPT named again only 43% of the businesses it named the first time, on average. For Claude it was 26%.

We counted a business as named again even when its name was spelled a little differently, so these figures lean toward more consistency, not less. The assistants were also updated during these weeks, which may explain part of the change. Google AI Mode's answers in our records don't mark business names, so we couldn't measure it the same way.

Other researchers see the same pattern. In a study of nearly 3,000 runs, SparkToro found less than a 1 in 100 chance that ChatGPT or Google's AI gave the same list of brands twice ¹². Ahrefs, which sells search tools, tracked Google's AI Overviews for a month and found the content changed about 70% of the time from one check to the next ¹³.

Different assistants name different businesses

When ChatGPT and Claude answered the identical question, 57% of 8,888 pairs of answers had no business in common. A promise about "AI search" as a whole is really a promise about several separate systems that disagree with each other most of the time.

Answers lean on pages no provider owns

Of the 31,742 ChatGPT and Claude answers about specific jobs, 98% linked to at least one contractor's own website. But 53% also linked to a directory or review site, and 6.9% to an official license lookup. In Google AI Mode, 74% of job answers sent people to Google's own business listing rather than a website.

Your website is the part a provider can rebuild. Directories, the state license register and Google's listings are run by others. A provider can help keep your facts consistent there, but it can't decide how those sites rank you or what an assistant takes from them.

Why assistants left businesses out in our earlier study

From late July to August 2026, we studied assistant conversations across eight trades. For each business an assistant considered, we recorded the reasons it gave for naming it or leaving it out. Two of the most common reasons are things a website can state plainly:

• Whether the business serves the area asked about came up in 554 conversations and cost a business its place in 350 of them.
• Whether the business clearly does the specific job came up in 440 conversations and cost a business its place in 184.

Others depend mostly on the business itself or on records kept by someone else:

• How soon the business can come out came up in 657 conversations and cost a business its place in 185.
• How many reviews the business has came up in 569 conversations and cost a business its place in 139.
• How close the business is to the customer came up in 456 conversations and cost a business its place in 92.
• Complaints or a pattern of bad reviews came up in 199 conversations and cost a business its place in 80.
• A license the assistant looked up and confirmed in an official register came up in 142 conversations and cost a business its place in 103.
• Position in a directory or listing site came up in 159 conversations and cost a business its place in 88.

One conversation can involve several reasons, so these counts overlap and should never be added together. They show what assistants said they weighed, not a formula. The lesson for anyone buying AI-search work: a provider can fix how your facts are presented and make them easy to confirm. It can't move your shop, shorten your schedule or earn your reviews for you.

What to ask a provider before you sign

Use these questions with any SEO, AEO or website provider, including us. A good provider will answer each one in writing without hedging.

1. What exactly will you deliver, and by when?

Ask for a written list: which pages, which fixes, which listings, which reports, and the dates. Google suggests asking a provider what results it expects, in what timeframe and how it measures success. It also suggests asking whether the provider will share every change and the reasons for it ¹. Vague promises like "AI optimization" or "boosting your visibility" aren't deliverables.

2. How will you measure results, and who picks the questions?

Ask which customer questions will be checked, in which assistants, how many times and on which days. The useful measure is how often you're named across many runs of real customer questions. Your position in a single list means little, because lists change from run to run ¹². Ask to see the raw answers with dates, including the ones where you're missing.

3. What is in your control, and what isn't?

An honest provider will separate its own work from the outcome. It controls the pages it writes and the fixes it makes. It doesn't control what assistants choose, how directories rank you, or what customers write in reviews. If the answer is "we control all of it," you have your answer.

4. Will my accounts stay in my name?

Your domain, website accounts and Google Business Profile should stay yours. Google's rules for agencies say the business must always keep ownership or co-ownership of its profile ¹⁴. The agency must tell the business about every change and let it take back sole control within seven business days of asking ¹⁴. An agency that charges a management fee must tell you in writing that the Business Profile itself costs nothing extra ¹⁴.

For an audit, Google advises giving a provider read access to Search Console only, not the ability to make changes ¹. Search Console is Google's free tool that shows how your site appears in search.

5. If there is a guarantee, what are its exact conditions?

Read the fine print. What counts as success, which questions, which assistants and how many checks? What triggers a refund, and how do you claim it? The FTC expects any conditions on a guarantee to be clearly disclosed ¹⁰. A guarantee you can't easily understand protects the seller, not you.

6. Walk away from these claims

• A guaranteed first place or top spot, in Google or in an AI answer. Google warns against guaranteed rankings ¹ and bars agencies from guaranteeing top placement on Google ¹⁴.
• A promise that you'll appear "at all times" in Google Search or Maps, which Google's agency rules also list as a false claim ¹⁴.
• A "special relationship" with Google, which Google lists as a warning sign ¹, or a claimed inside track with OpenAI or Anthropic.
• Paid placement inside ChatGPT or Claude answers. OpenAI says ads don't influence ChatGPT's answers ⁴, and Anthropic says Claude carries no ads at all ⁵.
• Access to inside ranking data or secret signals ⁷.

7. Keep your own record

Write down the date each change goes live. Every few weeks, ask the same customer questions in ChatGPT, Claude and Google on several days, and note whether you're named. Watch calls and form requests too, since those are what pay the bills. Your own record will tell you whether the work helped, whatever any report says.

Questions owners ask

Can anyone guarantee ChatGPT will recommend my business?

No. ChatGPT, Claude and Google's AI pick businesses for themselves, their answers change from one run to the next, and their makers say they don't sell those spots. A provider can promise work it controls, such as accurate pages, consistent listings and honest reports. It can't promise that an assistant will name you every time a customer asks.

Is guaranteed SEO or AI search optimization a scam?

Not always, but treat a guaranteed ranking as a warning sign. Google tells site owners to find someone else if a provider guarantees first place, and its rules bar agencies from guaranteeing top placement. Some guarantees are only met by easy tests, such as searching for your own business name. Always ask which questions, how often and on which assistants.

Can I pay ChatGPT or Google to recommend my business?

Not inside the answer, according to the companies. OpenAI says ads in ChatGPT don't influence its answers and are clearly labeled. Anthropic says Claude stays ad-free. Google says there is no way to pay for a better local ranking. You can buy labeled ads on some of these services, but an ad is not the same as being recommended.

What should an AEO or SEO contract include?

A written list of deliverables with dates, how results will be measured and which questions will be checked, regular reports with dated answers, and a clear way to cancel. It should keep your domain, website accounts and Google Business Profile in your name. Any guarantee should spell out exactly what counts as success and how a refund works.

Does a money-back guarantee mean the provider's claims are true?

No. The FTC says a money-back guarantee is not a substitute for evidence behind an advertising claim, and that a guarantee's conditions must be clearly disclosed. Read what counts as success and how to claim the refund. A refund doesn't give you back the months you spent waiting for results.

How do I know if AI search work is actually helping?

Keep your own record. Note the date each change goes live. Then ask the same customer questions in ChatGPT, Claude and Google on several different days and count how often you're named, not where. Watch your calls and form requests too. One answer proves little, because answers change from run to run.

See it on your own website

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Source: Merchant Context: the current website offer · checked 2026-10-14.

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