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Intelligence module

If a generative system had to describe your business in three sentences, what would it say?

It would work from what your website states, how precisely it states it, and whether anything outside your website agrees. All three are observable, and all three are improvable.

Run the GEO moduleGEO services

SEO establishes discoverability. GEO improves the clarity, structure and authority of the information generative systems may retrieve and use.

The distinction that matters is the unit of interest. Search engines rank pages against a query. Generative systems assemble an answer about a subject, and where that subject is your organisation, they need to establish what it is, what it does, who it serves and whether its claims can be relied upon.

Many websites are perfectly adequate for the first task and quite poor at the second. A page can rank well for a service term while never stating, in a form anything could extract, which organisation provides that service or what distinguishes it.

Assessment

What the module assesses

Six areas, each answering a question a system would need to resolve before it could describe you accurately.

  1. Entity clarity

    Is the organisation identified consistently and unambiguously? A trading name that differs from the legal name, appearing differently across pages, with no formal declaration anywhere, gives a system three candidate answers and no basis for choosing.

  2. Service definition

    Is each service individually identifiable, or does the site describe a general capability? 'Digital solutions for growing businesses' is not something anything can retrieve in response to a specific need.

  3. Audience and scope

    Is it stated who the organisation serves, where it operates and what falls outside its remit? Systems asked for a supplier meeting particular criteria can only include you if those criteria are stated somewhere.

  4. Expertise attribution

    Is knowledge attributed to identifiable people with stated backgrounds, or does the site speak in an anonymous institutional voice? Attribution is one of the more consistent differentiators between sites that get cited and sites that do not.

  5. Retrievability

    Is content arranged so a specific passage can answer a specific question, or must a reader synthesise an answer from three paragraphs? Retrieval operates on passages, and a well-structured page contains many extractable answers.

  6. External corroboration

    Does anything outside your control describe you the same way? A claim that appears only on your own website is a claim with one source. Consistency across independent references is what turns an assertion into an established fact.

Structured data helps a system parse what you have said. It cannot make a vague statement precise, and most sites have a precision problem rather than a markup problem.

Interpretation

What the score reflects

Reflects how clearly the website defines the organisation, its services and its expertise in a form generative systems can retrieve and represent accurately.

It is explicitly not a measure of visibility inside any generative system, and nobody offering such a measure can substantiate it. GEO assessments evaluate observable discoverability, structure, clarity and authority signals. They do not guarantee visibility or citations within third-party AI systems.

What the score does support is a comparison: between your site now and your site after this work, and between your site and the competitors you are assessed against. Both are more useful than a number purporting to represent something unmeasurable.

Commonly surfaced

  • No formal organisation definition anywhere on the site
  • Services described collectively rather than individually
  • Expertise presented without a named author or credential
  • Claims that are unquantified and therefore uncheckable
  • Geographic scope never stated explicitly
  • Content requiring synthesis rather than offering answers
  • Inconsistency between the site and external profiles
  • Structured data present but describing very little

Example finding

A representative finding

This is an illustration of the report format rather than a result from a real assessment.

High

The Organisation Is Never Formally Defined

What we found
No structured organisation description is published on any page examined. The trading name appears in three variants across the site, the about page describes the organisation's values without stating what it is, and no page states the legal entity, its location or its scope of operation.
Why it matters
A system attempting to describe the organisation has to infer its identity from inconsistent references and a page about values. That inference may be wrong, may merge you with a similarly named organisation, or may be avoided altogether in favour of a competitor whose identity is unambiguous.
General direction
Establish a single canonical description of the organisation covering what it is, what it does, who it serves and where it operates. Publish it in a consistent form, express it in structured data, and align it with how the organisation is described on external profiles.
How IXSEO can help
GEO Audit, followed by GEO Strategy where the gaps are structural.

Boundaries

What this module does not claim

The gap between what can be assessed and what is being sold in this field is unusually wide. These are the claims we decline to make.

No access to generative rankings

There is no ranking table inside these systems to query, and no provider exposes one. Anyone presenting an AI visibility score derived from sampled prompts is presenting variance as measurement.

No guaranteed citation

Nothing you publish obliges any system to cite you. What you can do is remove the reasons a system would find you difficult to describe, which is a real and worthwhile intervention.

No universal readiness number

The systems differ in how they retrieve, what they weight and how they attribute. A single score across all of them would be an average of incompatible things.

No replacement for SEO

Generative retrieval largely runs over indexes built by crawling. A site that is difficult to crawl is difficult to retrieve, and GEO work on such a site is premature.

Frequently asked questions

Can you measure whether ChatGPT mentions my business?
Not reliably, and neither can anybody else. Generative systems produce different answers to the same question depending on phrasing, context, timing and which retrieval path was taken. Sampling gives you anecdotes rather than measurement. This module assesses the observable signals that plausibly affect how a system would describe you, which is a different and more defensible claim.
Is this just structured data?
Structured data is one component and probably the most overrated. It helps a system parse what you have stated, but it cannot make a vague statement precise. If your site never says clearly which services you offer, adding markup that repeats the vagueness in a machine-readable format achieves nothing.
Does llms.txt matter?
It is inexpensive to publish and does no harm. There is no established evidence that it influences retrieval or citation in any major system, and we report its presence without attaching weight to it. Anyone selling llms.txt as a route to AI visibility is ahead of the evidence.
How does GEO relate to SEO?
It extends it rather than replacing it. Nearly everything that makes a site retrievable by a generative system also makes it accessible to a search engine, because most generative retrieval runs over indexes built by crawling. A site that scores badly on SEO will rarely score well here.
Is this a passing trend?
The specific systems will change. The underlying property — being clearly described, precisely defined and externally corroborated — has been valuable for as long as anything has needed to summarise a business, and will remain so. The work is durable even where the terminology is not.

Related

ServiceGEO AuditThe full assessment, with human review and a prioritised plan.ToolGEO Readiness CheckerA quick free check of the core entity signals.ReportGEO ReportWhat the full deliverable contains.

See how clearly your website defines your business

GEO runs by default on the free snapshot. The entity findings are usually the ones that surprise people most.

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