The pitch usually arrives by email and it is well written. Your competitors are being recommended by AI, you are not, and for a monthly fee that gets fixed. What is being sold is LLM SEO, and some of it is real work by capable people while some of it is a rebadged retainer with a new invoice line. This is how to tell which one is in front of you before you sign.
What the phrase covers
LLM stands for large language model, the technology behind ChatGPT, Claude, Gemini and Perplexity. LLM SEO is the practice of making your business more likely to be named or quoted when one of those systems answers a question.
The phrase gets used interchangeably with GEO and AEO, which tells you something about how settled the field is. None of the three has an agreed definition, and any vendor who insists their acronym is the correct one is selling positioning rather than method.
The part that is real
Some of the work behind the pitch holds up.
Your business details need to agree wherever they appear on the web, because contradictory information makes a system cautious about repeating any of it. Cleaning that up takes hours of tedious checking, and our guide on how to fix NAP issues and clean up local citations covers what the job involves.
Independent sources need to describe you. A business that only appears on its own website has one source vouching for it, and one source is thin evidence. Earning mentions from local press, associations and suppliers is real work with a real effect, covered in our guide to local link building in Southern Oregon.
Your pages need to answer questions in passages that stand on their own. Restructuring a page so the answer sits at the top takes judgement and time.
All three of those are worth paying for. Notice that all three would also appear on a competent search retainer written five years ago.
Five questions to ask before you buy LLM SEO
Ask what will be reported each month, and listen for the word rank. There is no ranking inside an assistant. Answers vary between sessions, so a report showing you at position two is either measuring how often you appeared across sampled prompts, which is legitimate, or inventing a number, which is not. If the answer is vague, that is your answer.
Ask which prompts they intend to sample. A national list is close to useless for a business serving the Rogue Valley. The prompts need to resemble what your customers would type.
Ask how much of the work overlaps with search optimisation. An honest vendor will say most of it. Someone claiming the two are unrelated is either inexperienced or hoping you will buy both.
Ask whether they will touch your Google Business Profile. For a local business that profile is the most influential description of you anywhere, and a surprising number of these proposals never mention it.
Ask what happens if assistants grow more slowly than the pitch assumes. The good answer is that nothing is wasted because the same work supports ordinary search. Anything else means you are funding a bet.
Claims that should end the meeting
A few promises are not possible to keep, and hearing one tells you enough.
Guaranteed placement in ChatGPT, or any assistant, does not exist. There is no submission process, no paid inclusion and no advertising slot for local recommendations. Anyone offering to add your business for a fee is describing something that is not there.
A fixed position or a permanent citation is the same problem in different words. Results fluctuate by design.
Bulk submission to hundreds of AI directories is the old bad link package with a new label. Sites nobody reads carry no weight, and inconsistent listings across them can create the exact contradiction problem you are trying to solve.
What to do with the budget instead
If the pitch has made you think the area deserves attention, it probably does. The money is better spent on work that pays regardless of how the technology develops.
Get your listings consistent. Complete your profile properly. Keep reviews arriving rather than appearing in bursts. Build three or four pages that answer what customers ask before booking. Earn a handful of mentions from sources people in the valley recognise.
Then decide what you will measure, before you start rather than after. Our piece on KPIs and analytics covers choosing numbers that correspond to money, and our guide to using Google Analytics data to improve SEO performance covers reading them without drawing the wrong conclusion. The broader case for organic visibility sits in our overview of the power of SEO for visibility and organic traffic.
If you would rather have someone go through a proposal with you, or check what your own footprint looks like first, that is part of what an SEO audit covers. Our hours, directions and reviews are on AmpLocal’s Google Business Profile.
Frequently asked questions
Is LLM SEO a real discipline or marketing language?
Both. The underlying work is real, but most of it already belongs to a competent search programme. The name is newer than the method.
Can anyone guarantee my business appears in ChatGPT?
No. There is no submission process, paid placement or advertising slot for local recommendations, so a guarantee cannot be honoured.
Should I pay for a separate LLM SEO retainer?
Usually not, if you already pay for search work. Ask your current provider to cover the differences instead, which are listing consistency, third-party mentions and page structure.
How would I know whether it worked?
Sample the questions your customers would ask, record how often you are named, and repeat quarterly. Watch branded searches and calls alongside it. Treat all of it as a trend.
Is any of this worth doing for a small local business?
The overlapping work is, because it improves ordinary search at the same time. Buying it as a separate specialism rarely makes sense at that scale.
