The emergence of generative engines, from ChatGPT to Perplexity AI, and the progressive integration of AI into Google’s search are redrawing the rules of online visibility. In this context, GEO (Generative Engine Optimization) stands out as a new reading framework for marketing departments.
Do we need to thoroughly review our visibility strategy, rethink our content, shift our budgets, or are we simply in the process of renaming, under a new acronym, changes already at work in search?
To shed light on these changes, we welcome Alban Renard, SEO and GEO specialist, Head of Expertise & Innovation at CyberCité.
The real shift: from page to chunk
The ongoing transformation is not only about interfaces, it affects the very unity of visibility. For years, SEO has been structured around the page: producing content, optimizing it, positioning it. In a generative environment, if this logic does not disappear, it becomes insufficient. What matters now are the “chunks”, fragments of information capable of being extracted, recomposed and cited in a response.
A clear paragraph, a comparative table, a structured definition can exist independently of their original page. Thus performance is no longer based solely on the ability to generate a click, but on the ability to provide information that can be used by LLMs.
GEO is not a standalone channel
In this context, one of the main misinterpretations consists of treating GEO as an independent lever. SEO in generative engines does not work above ground. Without crawlability, without reliable indexing, without robust content architecture and without authority built over time, there is no lasting visibility.
Thus GEO does not replace SEO, but extends its requirements in a more porous environment, where visibility depends on a set of converging signals: content, brand, distribution, proof.
So the real change is ultimately not technical, but organizational, where SEO ceases to be a silo and becomes a component of a larger system.
From keyword to need: a strategic move
Historically, SEO has been driven by keywords, where volumes, clusters and semantic arbitrations have structured content strategies. However, in a conversational environment, this approach reaches its limits. The user no longer just formulates a request, but expresses a need, which he specifies and contextualizes.
This change in use requires rethinking the strategy upstream. The question is no longer just “on which keywords to position yourself”, but “which decision scenarios to respond to”.
Understanding intentions, objections, moments of friction becomes essential, because GEO does not value the most optimized content, but favors those that respond precisely to a real situation.
The brand as a signal of credibility
In this new environment, the brand regains a structuring role. Generative engines not only aggregate content, they arbitrate between levels of credibility and mobilize sources deemed reliable.
Thus a brand strongly associated with a subject has a greater chance of being cited. Conversely, isolated content, without external validation or presence in the ecosystem, will struggle to emerge.
Visibility is therefore based on a set of signals: expert speeches, mentions in the press, third-party content, customer reviews, semantic relationships between the brand and its areas of expertise.
Produce “quotable” content
In this context, the question is no longer about producing more content, but about producing usable content. The formats that are emerging (FAQs, tables, structured answers, etc.) are not efficient by nature, but become efficient because they reduce ambiguity and facilitate retrieval.
Quotable content is content that clearly formulates a question, provides a precise answer and can stand alone without losing its meaning. The difference comes down to the clarity, density and singularity of the information.
In a context of massive production of generated content, the level of requirements increases mechanically. Average content does not disappear, but becomes invisible.
An increasingly indirect measure
GEO does not call into question the measurement of traffic, but reveals its limits. Traffic has long served as a central KPI, but it is no longer enough. A brand can now be visible and recommended without immediately generating clicks.
The value shifts towards less directly observable signals: presence in responses, frequency of citation, persistence over time, influence on the decision.
This requires rethinking the indicators. The question is no longer just “how much traffic”, but “on what critical needs is the brand present, and with what business impact”.
GEO as an organizational indicator
Beyond the technical issues, GEO highlights a deeper problem: the fragmentation of organizations. SEO, social, content, press relations, product, CRM were often managed in parallel.
In a generated response environment, this logic reaches its limits. Visibility now depends on the overall consistency of the signals emitted by the company.
Organizations that adapt are those that align their teams around a shared understanding of customer priorities and needs. Search becomes a subject of coordination.
An economy of extraction
GEO is part of a broader transformation of the web. Until now, value has been based on the ability to attract a user to a site. Now, an increasing portion of this value is consumed off-site, through generated responses.
The web enters into an extraction logic where content is recomposed. For the media and for brands, this poses a structuring question: how can we produce value without seeing it fully captured by intermediaries?
The answer will not be purely technical. It will involve editorial, economic and strategic choices.
What’s at stake with GEO
GEO does not constitute a rupture in search, but exposes its internal reconfiguration.
The historical model (indexing, ranking, click) was based on a relatively stable value chain. The introduction of generative engines disintermediates a critical part: access to the response.
The consequence is not a disappearance of SEO, but a change in its function. It is no longer just a matter of optimizing a presence in an index, but of making units of information usable in probabilistic synthesis processes.
This shift reclassifies the visibility criteria: granularity of content, semantic coherence, information density, distribution of authority signals.
Performance can no longer be understood on a channel scale. It becomes an emergent property of a system: interactions between proprietary content, third-party mentions, social proof and structuring of entities.
The point of tension is there: the GEO does not destroy the previous model, but it reduces its readability. The correlation between visibility, traffic and value is attenuating, in favor of a more diffuse, less measurable, but more structuring exposure upstream of a decision.
It is therefore not so much a change of tool as a change of regime. Search does not disappear. It ceases to be a space for navigation to become a space for arbitration.
