SEIZECODEv.2026
Flagship service · GEO / AI Visibility

The AI already recommends someone. Is it you?

AI visibility is the measurable share of AI-generated answers that name your organization. We measure it on ChatGPT, Claude and Gemini under a fixed, repeated protocol, then hand back a prioritized 90-day plan. The audit requires no access to your website and no work on your side.

indicatorsGRI · AI Visibility · AI SoV
platformsChatGPT · Claude · Gemini
cadencere-tested at D+30, D+60, D+90
01 - Why now

The shift already happened.

Four numbers that decide the budget conversation. None of them is about us, and all of them are about your market.

2.5 bn

queries a day on ChatGPT alone, against 14 billion organic searches on Google. At current growth rates the gap closes before 2030.

source · Platform traffic data, 2026
50%

of search queries will have shifted to AI in one form or another by 2028. That is two years away.

source · Adoption projections, 2026
94%

of B2B buyers used AI during their last purchase process. Generative AI is now their first source of supplier research, ahead of company websites.

source · Forrester Research, 18,000 B2B buyers, 2026
94 → 70

the AI/Google double-checking rate fell from 94% to 70% in twelve months. Users increasingly take the AI answer at face value.

source · Usage barometers, 2026
02 - Inside the black box

One question, ten searches.

Generative engines do not process your query as written. They break it into a fan of related sub-queries, then retrieve sources for each fragment. That is where the citation is won or lost.

user promptA question asked in natural language9 to 11 sub-queries123Factualsub-queries4567Comparativesub-queries891011Contextualsub-queriesgenerated answerA single synthesis, drawn from parallel sub-searches

A page that ranks on three sub-queries outweighs a page that ranks first on the main query alone. Everything we do on content starts from that.

deep research modeup to 420 sub-queries
03 - Indicators

Three indicators, one method.

Most offers on the market stop at a one-off Share of Voice snapshot. A snapshot says nothing about future citability, so we measure three things instead of one.

GRI

GEO Readiness Index · 1 to 100

A composite index of the structural signals that make an organization citable. It measures preparation, not fame. Below 40, a brand is close to invisible to AI engines.

GRI six-dimension radarcomposite GRI 41 72
BrandCitabilityE-E-A-TTechnicalPlatformsSchema
The six dimensions
  • 01Brand authority and mentions
  • 02AI citability of content
  • 03Editorial quality and E-E-A-T
  • 04Technical foundations
  • 05Platform optimization
  • 06Structured data
score D0target D+90
Reporting format used in our audit reports. Profile shown: illustrative example.

The GRI predicts. The other two observe. We never fold one into the other, which is what lets us tell you a plan is not working instead of dressing it up.

04 - Sources

What the AIs read, and in what order.

AI answers are built from what third parties say about you, far more than from what you say about yourself. The hierarchy is stable across platforms, and it drives the action plan.

Tier 1Expertise signals

Sector rankings, citations in the specialist press, professional directories. Decisive on category queries, because they carry high-level external validation.

Tier 2Corroboration

YouTube videos, forums, Wikipedia and Wikidata. Models use them to cross-check what tier 1 sources assert, precisely because their authors have no stake in promoting you. Video counts through what can be read of it: titles, descriptions, chapters and transcripts.

Tier 3Owned channels

Your website, LinkedIn, business profile, official video channel. They anchor identity, but their content can be self-serving and models discount them accordingly.

Agreement across the three tiers sharply raises the odds of being cited. A polished tier 3 with empty tiers 1 and 2 produces the most common profile we meet at kickoff: an excellent website, and a brand absent from the answers.

05 - Engagement

Audit first, execution after.

Nothing is sold before it is measured. Execution then takes one of two forms, depending on whether access to your web platform is delegated to us.

L1Audit

Baseline and action plan

We design the query set with you, run the protocol across the three platforms, compute the three indicators, benchmark you against your competitors and hand back a prioritized 90-day plan. The process is run end to end by our consultants.

  • Deliverabledetailed report, around forty pages
  • Lead timetwo weeks
  • Site accessnone required
  • Your workloadone scoping meeting, one debrief workshop
the most effective option
L2Delegated mode

We execute

Access to your web platform is delegated to us. We execute the audit recommendations directly, both the off-site and the on-site work, for the duration of the engagement.

L3Supervised mode

Your provider executes

no technical access delegated

Your web provider keeps the keys. We write the specifications, coordinate execution in scheduled calls and review the delivered work against the audit. The engagement never stalls on a refused password.

What changes between the two

Only one thing: who holds the keys to your web platform, and therefore who carries out the on-site work. Everything else is identical, off-site work, editorial support, the measurement cadence and the length of the engagement. Which mode fits is usually settled in the scoping call, and it does not change the plan, only who executes it.

90-day trajectory41 72 composite GRI
D0

Audit, baseline measurement and 90-day action plan

D+30

First re-test of the indicators

D+60

Re-test and detection of gaps between projected and actual trajectory

D+90

Re-test and corrective actions

AI visibility work produces no instant effect: content has to be published, discovered, then re-crawled. That cycle alone takes several weeks, which is why the engagement runs in three-month cycles.

06 - Method

What we will not sell you.

AI visibility is a young market and it sells a lot of placebo. Here is what the published evidence actually says, on six claims you will hear from other providers.

RefutedAn llms.txt file gets you cited

Google compares it to the keywords meta tag. Server logs show AI crawlers do not fetch it. We will ship one if you want it, never as a lever.

RefutedSchema markup boosts AI citations

A causal study over 1,885 pages using a difference-in-differences design found no independent uplift. Schema stays sound SEO practice, which is why we implement it, and a poor citation argument.

RefutedContent must be chunked for the models

Clear structure written for humans is what gets extracted. There is no separate machine format to buy.

CounterproductiveBlock the AI crawlers to protect your content

Blocking removes you from the retrieval layer, and about 5.9% of sites already block ChatGPT by accident. We test what your server actually answers to each crawler, because robots.txt is a declaration of intent, not an enforcement mechanism.

FalseRank first on Google and the AI follows

Only 38% of AI Overview citations come from the top 10 today, against 76% in July 2025. Frequency of mention beats position.

RefutedLonger content gets cited more

A 174,000-page study found close to zero correlation between word count and AI citation. More than half of cited pages are under 1,000 words.

07 - Questions

Straight answers.

The questions every prospect asks before signing. Answered before you have to ask them.

Do you guarantee that I will appear in ChatGPT?

No, and nobody honestly can. AI answers depend on platform behaviour and on what your competitors do. We commit to the method, to measurement under a fixed protocol, and to the progression of the structural signals we control. You see the numbers at D+30, D+60 and D+90, up or down.

How is this different from SEO?

SEO is deterministic: in a given country and language, results come back in nearly the same order every time. GEO is probabilistic, since an AI does not necessarily return the same answer to the same question, which is exactly what makes a manually run audit unreliable. The levers differ too: what third parties say about you outweighs what your own pages say. Traditional SEO still matters, because AI answers retrieve from search indexes.

Do you need access to my website?

Not for the audit. For the execution phase, access changes the format rather than the goal: in supervised mode the on-site work moves from execution to specification and review.

How long before anything moves?

Technical and citability fixes register within weeks. Authority and mention work compounds over months, which is why we recommend a minimum of three months with measurement every 30 days.

Where do the scores come from?

From tooling we built and run ourselves, with a consultant in the loop to scope the queries and interpret the results. No score is resold from a third-party provider, which is what lets us stand behind a number rather than forward someone else's. The standard protocol covers ChatGPT, Claude and Gemini; other engines can be added on request.

Who owns the methodology and the data?

The methodology and the indicators remain the property of SEIZECODE. Your audit data, the captured sessions and the reports are yours, delivered in full.

08 - Start

See what the AI says about you.

Send us your three most valuable client questions. We run them on ChatGPT, Claude and Gemini and come back with what the AI answers today, at no cost. If the answer is already good, we will tell you that too.

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