AI Visibility for Agencies: White-Label GEO Execution
In brief
AI visibility for agencies is LLMReach doing the generative engine optimization work behind your client engagements, under your brand, so you can sell and report on AI visibility without hiring a specialist team. We measure, diagnose, engineer and report; you own the client relationship, the pricing and the account. It is built for agencies whose clients have started asking about ChatGPT and Perplexity and who do not want to answer with a slide.
On this page
What this is
You keep the client. We do the work. Everything we produce carries your name.
That sentence is the whole offer, and the rest of this page is the detail behind it. The distinction that matters is between a referral and a delivery partnership. A referral hands your client to someone else and you lose the account. This does the opposite: the client never meets us, the reporting arrives on your template, and the margin on the engagement is yours to set.
The work itself is the same discipline we run directly: measure where the brand appears in AI answers, separate why it does not, engineer the content and technical signals that change it, and report what moved. What differs is who signs it.
The problem this solves for an agency
The real constraint is almost never interest. It is that the question arrived faster than the capability.
Three situations bring agencies here, and each has a specific cost.
- A client asked and you improvised. Someone in a quarterly review asked why the brand does not come up in ChatGPT. The honest answer was that nobody had looked. The improvised answer costs credibility the next time a new discipline appears.
- You bought a tool and it made things worse. The dashboard reports mentions, so now there is a number in the deck that nobody can explain, and the client asks why it moved. A metric without a mechanism creates work rather than removing it.
- You tried to hire. The role is real but narrow, the market for it is thin, and one specialist cannot cover the technical, content and off-site work at once. Agencies that go this route usually end up with someone competent at one third of the discipline.
The commercial risk is not that you lose the AI visibility work. It is that you lose the account. A client who concludes that their agency does not do the thing they now care about starts looking for one who does, and that conversation rarely stays scoped to one service line.
How the engagement works
Four parts, and you can take one or all of them.
Measurement, under your name
We build the prompt set for the client's category, run it across the assistants, and record presence, position and the source URLs each answer drew from. The report arrives on your template, in your voice, with your logo. If you want the raw data too, you get it.
Diagnosis you can defend in a room
Absence has three causes and they need different work. A content gap means no page answers the question in a form an assistant can lift. An entity gap means the signals are too ambiguous for the model to attribute the expertise confidently. An authority gap means the answer is assembled from third-party pages where the client is absent, and no amount of publishing on their own domain will change it.
We hand you which one it is, with the reasoning, so that when the client asks why you can answer without calling us.
Execution, or just the plan
Some agencies want the ranked plan and will do the work with their own writers and developers. Others want us to write and implement. Both are normal, and the second does not require the first.
Where we execute, the content is engineered for extraction (direct answer first, sections that stand alone when quoted, question-form headings), which is the substance behind AI citation optimization. Where we implement, the technical layer covers structured data, machine-readable site description and entity consistency.
Reporting on your cadence
Monthly, quarterly, or whatever your account rhythm already is. We do not impose a reporting calendar on top of the one your client already expects.
What you receive
| Component | What it covers | Whose name is on it |
|---|---|---|
| Prompt set and baseline | Category questions measured across assistants, with position and cited sources | Yours |
| Cause diagnosis | Each gap classified as content, entity or authority, with the reasoning | Yours |
| Ranked action plan | What to fix, in order, and what each item costs to close | Yours |
| Content engineering | Pages written or restructured for extraction, against the prioritized gaps | Yours |
| Technical implementation | Structured data, site description for crawlers, entity consistency | Yours |
| Off-site work | The third-party sources that feed answers in the client's category | Yours |
| Reporting | Measurement, actions taken, and the read on what connected | Yours |
| Escalation path | A named person on our side when a client question needs a specialist | Ours, and never in front of your client |
The boundary is worth as much as the list.
| We do | You do |
|---|---|
| Measure, diagnose, engineer, implement and report | Own the client relationship and the commercial terms |
| Answer your questions in as much depth as you want | Decide what the client sees and how it is framed |
| Flag when something needs a decision from the client | Make that decision, or take it to them |
| Stay invisible | Set the price and keep the margin |
Who this fits, and who it does not
We operate on the assumption that a shortlist slot is a real commercial event rather than a theoretical one, and this fits agencies whose accounts work that way. You will know from your own client conversations whether that describes them. It fits best when you already have the account and the trust, and what you lack is the specialist capability underneath.
It does not fit three situations, and we would rather say so now.
- You want to resell a dashboard. If the deliverable you have in mind is a tool license with your logo on it, this is not that, and the operating cost is different enough that the comparison misleads.
- You need us in front of the client. Some agencies want a specialist on the call. We can do that as a named partner, but then it stops being white-label and the positioning has to change. Decide which one you want before you sell it.
- Nobody on your side can be the single point of contact. The model depends on one person who holds the thread. Without that, the work gets relayed through three people and the diagnosis loses its reasoning on the way.
How to price it
We quote you a delivery cost. What you charge is your decision, and we have no view on it. But two things about the shape of the work are worth knowing before you build a price around them.
The technical layer front-loads. Most of the entity and structured-data work happens in the opening weeks and then becomes maintenance. If you price a flat monthly fee, the first month costs you more than the sixth, and pricing it flat from day one means absorbing that.
The content and authority layers compound. The work done in month two is part of why the client is cited in month nine. That is the argument for an ongoing arrangement rather than a project, and it is also the thing hardest to show in a first invoice. Agencies that sell this as a project tend to end the project just before the part that pays.
Neither of those is advice about your commercial model. They are the two facts about the work that most often surprise an agency that priced it like a content retainer.
What the client sees
Nothing of ours. That is worth being concrete about, because "white-label" is used loosely.
The reports arrive on your template. The content is written to your style guide if you have one, and to ours if you do not and you would rather not write one. Technical changes are handed to whoever ships them, in the format they ship in. Our name appears in no document, no file property and no email header.
If your client asks who does the work, that is your call to make and your answer to give. Some agencies say "a specialist partner" and some say nothing. We do not have a preference and we will not contradict whatever you have said.
Methodology and its limits
Four commitments, and each constrains us.
Baseline before action. Nothing is optimized before the starting position is documented. It costs time at kickoff and it is not negotiable, because every later claim of improvement depends on it.
Prompts before pages. The content plan comes from measured gaps in prioritized prompts, not from a keyword list. A page nothing was asking for is a cost with no mechanism to return.
Platform differences respected. The assistants do not behave identically, and one undifferentiated playbook leaves work on the table. We keep separate working guidance for getting cited by ChatGPT, cited by Claude and cited by Perplexity.
Attribution stated honestly, including to you. Where movement can be tied to an action, the report ties it. Where it cannot, the report says so. We will not write a confident causal story into a document that goes out under your name, because you are the one who has to defend it.
What this does not promise
No guaranteed position, citation or timeline. Nobody controls what an assistant returns. What we control is whether the content is extractable, whether the entity is legible, and whether the client is present in the sources answers draw from. Any provider offering a guaranteed position is describing a mechanism they do not have, and you should not resell that promise.
No guaranteed retention. This gives you the capability to keep an account. It does not make the account safe, and no delivery partner can.
No results without publishing. If engineered content is not approved and shipped by the client, nothing moves. This is the single most common cause of a stalled engagement, and it is worth confirming the client's path to publication before you scope anything.
No exclusivity by default. We work with more than one agency. If category exclusivity matters to you, ask, and we will tell you plainly whether it is available rather than leaving it ambiguous.
No hidden contact with your client. We do not contact them, market to them, or appear in their inbox. If that ever happened it would end the arrangement, and it is written into it.
How it starts
A scoping call with you, not the client. We work out which accounts this is for, what the client already believes about AI visibility, and what you have already told them. That last one matters: we will not contradict a position you have taken without warning you first.
One account as the pilot. Baseline, diagnosis and a ranked plan for a single client, delivered on your template. It is the cheapest way for both of us to find out whether the working relationship fits.
You present it. We are available on your side of the call if you want us, silent by default.
Scope from there. Add accounts, add execution, or stop. If the pilot does not convince you, the honest outcome is that you keep the document and we part company.
What the first ninety days look like
The shape is the same on every account, and knowing it helps you set expectations with a client before you sell anything.
Weeks one and two are measurement and technical. The baseline gets recorded and the entity and structured-data work goes in. This is the part with the most visible output and the least visible result: the client sees a document and a list of shipped changes, and nothing has moved in the answers yet. Say so in advance, because a client who expects movement in week three will conclude the program failed before it started.
Weeks three to eight are content and approvals. Pages get written against the prioritized gaps and go to the client for review. This is where engagements stall, and it is almost never our side or yours: it is that nobody agreed in advance who approves copy. Establish that name before kickoff.
Weeks nine to twelve are the first honest read. Enough has shipped that re-measurement means something. The report says what moved, what did not, and which of those we can attribute to a specific action. Some of it will be unattributed, and the report will say so rather than claiming a cause it cannot show.
If a client needs a faster story than that, this is the wrong product to sell them, and it is better to find out in the scoping call than in month two.
Frequently Asked Questions
Is this white-label or a referral?
White-label. The client stays yours, everything carries your brand, and we do not contact them. A referral would hand over the relationship, which is the outcome this exists to avoid.
Can we resell this at our own price?
Yes. You set the client price and keep the difference. We quote you a delivery cost and have no view on your margin.
What do you need from our team?
One person who holds the thread: someone who can answer questions about the client's site, get content approved, and route a technical change to whoever ships it. Everything else is on us.
Do you work with our competitors?
We work with more than one agency, and we do not disclose who. If category or geographic exclusivity matters for a specific account, raise it at scoping and we will give you a straight answer rather than an implied one.
What happens if the client asks a question we cannot answer?
You send it to us and we answer it in the depth you need, so that you can answer them. If you would rather have a specialist on the call, that is available, but it changes the positioning from white-label to named partner and you should decide that deliberately.
Can you work on a client whose site we do not control?
Yes for measurement and diagnosis, which need no access. Execution depends on somebody being able to publish and implement, and if that is neither you nor us then the plan will sit unactioned. Worth establishing before the engagement rather than during it.
How is this different from your direct engagements?
The work is the same. What differs is that you own the relationship, the reporting carries your brand, and the escalation path runs through you instead of around you. Where a client needs AI visibility at scale across a large site, the technical phase is longer, and we tell you that before you scope it rather than after.
What is the smallest thing we can start with?
One account, baseline and diagnosis only. No execution commitment, no minimum term.
Next step
If you want to see the shape of the measurement before you put a client's name on anything, run the free AI visibility audit against your own agency site. It is the same instrument, and using it on yourself is the fastest way to judge whether the output is something you would put your logo on.
If you already have an account in mind, book a call and we will scope the pilot against that client's category rather than in general terms.