Technical foundation
Crawling, indexing, performance, rendering, canonicals, structured data, security and template stability.
GUIDE 1301
SEO, SXO & GEO visibility architecture
Build a presence that search engines discover, people understand and generative systems can cite accurately.
Operational briefSEOdiscovery
SXOexperience
GEOAI citation
Operational brief
One visibility system. Three complementary disciplines.
SEO organises discovery and understanding in search engines. SXO connects that promise to a fast, clear and credible experience. GEO prepares explicit, structured and verifiable content for generative answers. Treating them separately creates inconsistency; connecting them creates an architecture serving search, decisions and conversion.
AR / GUIDE 1301INDEPENDENT ANALYSIS
MEASUREMENT WORKSHOP
Being cited and being cited accurately are separate measures
Count answers citing the target domain separately from references whose contents support the claim. One answer can contain several links, so the two rates have different denominators.
AI-generated illustration
Fictional example · no measurement of this site or a client
| Indicator | Calculation or threshold | What the result establishes |
|---|---|---|
| Presence in answers | 12 / 40 × 100 = 30 % | 12 of 40 answers cite the domain: 30% presence in this sample. |
| Support among checked references | 15 / 20 × 100 = 75 % | 15 of 20 references support the claim: 75% of checked references. This says nothing about unchecked references. |
From observation to decision
Fix the panel
Keep questions, language, service, mode, dates and repetitions. Include answers with no citation.
Open each reference
Match the exact passage to the claim; record inaccessible links and citations that do not support it.
Compare a constant scope
A change requires the same panel and protocol. Publish counts and exclusions too.
Two cited pages can serve eight questions
The panel has 20 questions and a corpus of 10 pages. Two distinct URLs appear across eight answers; other answers cite no page from this corpus.
| Observed unit | Fictional data |
|---|---|
| Cited pages / corpus pages | 2 / 10 = 20 % |
| Answers citing / questions | 8 / 20 = 40 % |
Do 20% and 40% measure the same coverage?
No: 2/10 describes pages present, while 8/20 describes answers citing the corpus. Retain question → answer → URL links. Neither rate establishes accuracy or commercial conversion.
References and method
- Google Search Central · AI features
- Google — Generative AI performance report (Search)
- Bing — AI Performance
Documentation consulted on .
VISIBILITY OBSERVATORY
One answer, several paths to discovery.
Classical search, conversational interfaces and generative answers observe the same public space through different mechanisms. Architecture must preserve a coherent entity, evidence base and promise across every journey.
Optical arrangement illustrating a path of light. Illustrative scene.
02 / Intervention areas
Intervention areas
Intent architecture
Questions, needs, knowledge levels, decision situations and their mapping to genuinely useful pages.
Entity architecture
People, organisations, expertise, places, services, publications, evidence and consistently expressed relationships.
Search experience
Result promise, visible first answer, readability, navigation, trust, reassurance and the next useful action.
Citable content
Short definitions, sourced depth, explicit limits, identifiable authors and extractable formats that preserve context.
Unified measurement
Impressions, clicks, journeys, conversions, AI citations, answer accuracy and share-of-presence change.
03 / FIELD NOTES
When architecture must be rebuilt
SEO, SXO and GEO symptoms often reveal the same structural or representation problem.
01VISIBILITY
The site exists but remains absent
Pages are technically accessible without forming clear topical authority or answering priority intent.
02EXPERIENCE
Traffic does not produce decisions
The result promise is not fulfilled, the answer arrives too late or the journey prevents verification and action.
03GENERATIVE AI
The brand is omitted or misrepresented
Public sources are weak, contradictory, disconnected or insufficiently explicit for assistants.
04REDESIGN
A migration threatens acquired value
URLs, content, links, structured data and entity signals must transfer without avoidable disruption.
04 / OUTPUTS
Documented visibility system
The outcome is not a keyword list. It is a transferable set of decisions, templates and measurements.
Intent map
Questions, segments, maturity, priorities and responsible pages.
Entity graph
Identifiers, relationships, public sources, ambiguity and data to consolidate.
Target architecture
Hierarchy, cornerstone pages, clusters, internal links, URL rules and navigation depth.
SXO templates
Reading order, first answer, evidence, objections, calls to action and mobile variants.
GEO framework
Answer formats, citations, provenance, authors, freshness and relevant structured data.
Measurement board
Search, experience, conversion, AI-answer, quality and review-frequency indicators.
WORKING RECORDS
Make the dossier verifiable
Three practical records connecting diagnosis to a traceable decision.
Query–journey matrix
Minimum content : Link search intent, landing page, visible answer, expected action and success measure.
Check : Does the journey fulfil the search-result promise?
Release review
Minimum content : For key pages, check rendering, indexability, canonical, language, links, structured data and mobile use.
Check : Did a template change affect many pages at once?
Observation table
Minimum content : Separate indexing, traffic, completed tasks and AI citations by period, device, country and page family.
Check : Does greater visibility produce real usefulness?
05 / Method
Optimise without creating noise
Every change should improve at least one decision: discover, understand, verify, compare, choose or return.
- 01Establish a baseline
- 02Map intent
- 03Audit entities
- 04Prioritise cornerstone pages
- 05Rewrite critical answers
- 06Strengthen evidence and links
- 07Test mobile journeys
- 08Measure search and assistants
DECISION CHECKS
Decisions to document
Two checks that change the next decision.
An important page gains no visibility
Check HTTP response, crawler access, canonical URL, internal links and observed indexing first. Publishing another page before this diagnosis may reproduce the same obstacle.
Traffic exists but the task fails
Compare the result-page promise with the first visible answer, evidence and proposed action. Measure abandonment by intent before changing content volume.
Two approaches to distinguish
Two approaches to distinguish
The right method depends on the question and the decision it must inform.
Visibility without a journey
An impression or citation shows exposure. It does not prove the page answers, the reader understands the offer or a useful action is possible.
Complete journey
Starts with intent, checks the answer and its sources, then tests readability, navigation, form and outcome. Measurements connect presence, experience and decision.
Proposed work plan
Adapt this outline to the agreed scope. It describes a proposed method, not a completed mission, measured result or guaranteed schedule. Record your observations and decisions as checks proceed.
AI-generated illustration
Prepare before starting
Priority pages and languages, visitor questions, conversion paths and authorized data. Set the comparison period.
Scope the work
Check access, canonical versions and language consistency of useful pages. Separate technical defects from observed query absence.
Apply the method
Align answer, evidence, interface and intended action. Test the main journey on mobile before generalizing fixes.
Verify and hand over
Compare visibility and journey success under recorded conditions. Review content, demand and interface changes before interpreting a difference.
Pause or revision conditions
Traffic growth does not prove useful conversion. Do not promise rankings, citations or commercial results from checks alone.
06 / FAQ
Frequently asked questions
Clear answers on scope, limits, methods and engagement conditions.
Does GEO replace SEO?
No. Assistants rely on a crawled, structured and connected web. GEO extends the work toward synthesis, provenance and citation.
How does SXO differ from UX?
UX covers the complete experience. SXO begins with expressed search intent and tests continuity between result, page and useful action.
Should every keyword have a page?
No. A page should own a distinct intent or object. Multiplying similar pages dilutes signals and raises maintenance.
Is long-form content better?
Length is not the objective. A page should answer quickly, then provide the depth, evidence and nuance required.
How are generative answers monitored?
Using a stable question set, several models, dated measurements, citations, accuracy and observed variation.
Does structured data guarantee rich results?
No. It reduces ambiguity, while engines retain display control and combine many other signals.
Can a strong art direction remain?
Yes, while hierarchy, contrast, speed, keyboard navigation and mobile readability remain controlled.
When is an SEO redesign necessary?
When architecture durably blocks indexing, understanding, maintenance or content evolution. Focused correction is often enough.
What is the first useful deliverable?
A baseline connected to objectives: technical state, responsible pages, journeys, authority sources and representation across search and assistants.
Methodological references
Official documents explaining methods, review criteria and their limits. These references do not certify the service or guarantee search rankings.
08 / CONTACT
Open a private channel
State the context and objective. You will receive a clear initial reading.
Turn a need into a defined assignment
A few interventions relevant to this topic. Each amount covers the stated reference scope; the quote confirms priorities and overlapping tasks.
Technical SEO audit
Crawling, indexability, canonical, sitemap and priorities.
URLs : 50 · 8 h
From 640 € excl. VAT / 768 € incl. VAT
Preparation and delivery checks
- What to prepare
- Priority URLs, objectives, recent changes and available Search Console data.
- Suggested process
- Review the agreed sample, separate observations from hypotheses and prioritise fixes.
- Delivery to agree
- URL-level findings, ranked blockers and checks to repeat after correction.
- Review for this service
- Link each issue to a URL, a reproducible observation and a justified priority.
- Scope boundaries
- Delivery is reviewed against agreed work and checks, without a ranking guarantee.
Indicative working scope, to confirm in the quotation.
UX & journey audit
Friction, navigation and improvement recommendations.
Journeys : 3 · 5 h
From 400 € excl. VAT / 480 € incl. VAT
Preparation and delivery checks
- What to prepare
- Priority tasks, audiences, current steps and known abandonment situations.
- Suggested process
- Define tasks, observe barriers and repeat the same checks after changes.
- Delivery to agree
- Located obstacles, proposed fixes and scenarios for checking them.
- Review for this service
- Document the task, encountered barrier and step where it blocks or slows action.
- Scope boundaries
- A page or task sample does not establish results for every website use case.
Indicative working scope, to confirm in the quotation.
AI representation audit
Reference questions, observations and documented gaps.
Entity : 1 · 6 h
From 480 € excl. VAT / 576 € incl. VAT
Preparation and delivery checks
- What to prepare
- Entity, queries, languages, surfaces and comparable observation conditions.
- Suggested process
- Keep the protocol, record answers and check each citation before comparison.
- Delivery to agree
- Dated answers, checked citations and findings separated from test variability.
- Review for this service
- Link each recorded answer to its query, surface, language and test date.
- Scope boundaries
- Results remain tied to test conditions; future citations are not guaranteed.
Indicative working scope, to confirm in the quotation.
Prepare and review a service
Use these notes to scope the request and review delivery. The quotation defines the agreed work, volumes and schedule.
SEO & organic search
AI-generated illustration
Make pages accessible to search engines and consistent with targeted search needs.
- What to prepare
- Specify goals, priority URLs, languages and available measurement data.
- Suggested process
- Review the agreed sample, separate observations from hypotheses and prioritise fixes.
- Delivery to agree
- Agree an issue table with affected URLs and checks for each correction.
- Scope boundaries
- Delivery is reviewed against agreed work and checks, without a ranking guarantee.
Acceptance check to prepare
Compare canonical URL, alternate links and actual published language. Treat x-default as a fallback destination, never the text’s language or an indexing guarantee.
See scope and pricingDEEPER READING / PRACTICE
Connect discovery, understanding and action
A page receives visits, but its readers do not find the expected information. Discovery, quality of experience and readability by research systems must be examined together.
Updated on .
Priority checks
Link the request to the promise of the page, then to the content actually available. Check that the titles, examples, links and the proposed action support the same intention.
Interpretation pitfalls
Keyword-centered optimization can leave a problem of understanding intact. A very affirmative formulation does not replace verified elements and clear navigation.
Working record to retain
A page sheet describes the intention, the main answer, the available evidence and the next path. The measures distinguish access, useful reading and achievement of the expected action.
Read the visibility chain step by step
Check page access and clarity, then indexing, the specific need answered and the ease of the journey. Record a defect at the stage where it is observed.
An AI mention and a commercial enquiry are different observations. Relate them by period and intent to frame a hypothesis without treating coincidence as causality.