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Methodology11 min read

GEO vs SEO: what changes in 2026 for Portuguese companies

A direct comparison between classic SEO and Generative Engine Optimization. What stays the same, what changed, and what that means for Portuguese B2B companies in 2026.

CTO

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GEO (Generative Engine Optimization) and SEO (Search Engine Optimization) are complementary, not substitutes. SEO still determines what appears in Google and, indirectly, feeds the AI models with web search. GEO focuses on the specific signals language models use to cite sources: structured schema, content in a citable format, external authority, and files like llms.txt. In 2026, Portuguese B2B companies need both.

Key takeaways
  • SEO and GEO share technical foundations (performance, semantics, authority) but diverge on specific signals
  • AI models with web search depend on classic SEO ranking
  • schema.org becomes central in GEO; it was marginal in SEO
  • llms.txt is specific to GEO; there is no SEO equivalent
  • measurement changes radically: rankings become citation rate, share of voice, sentiment

The usual confusion

When you explain GEO to somebody from traditional marketing, the first question is almost always: "But isn't that SEO under another name?"

The short answer is no. The long answer is: partly.

GEO shares with SEO a good part of the foundation work: site performance, semantic structure, external authority. But it adds specific layers that SEO ignores, and it demands different ways of measuring results.

The comparison table

Classic SEO and GEO
DimensionClassic SEOGEO
ObjectiveRanking in the Google SERPCitation in AI answers
EnginesGoogle, BingChatGPT, Claude, Gemini, Perplexity, Google AI Overviews
Primary metricSERP position, CTRCitation rate, share of voice
Schema.orgUseful but marginalCritical
llms.txtDoes not existEmerging standard
ContentOptimised for the clickOptimised for extraction and citation
BacklinksImportantImportant but weighted differently
Time to results3 to 12 months4 weeks (Perplexity) to 6 months (ChatGPT)
TrackingSearch Console, Ahrefs, SemrushAI measurement platforms plus in-house tooling

Five fundamental differences

Five fundamental differences

SEO is measured in rankings (position 1, 2, 3) and CTR. GEO is measured in citation rate (in how many of N answers the brand appears) and share of voice (how dominant against the competitors).

This difference is not cosmetic. In SEO, either you are in position 1 or you are not. In GEO, you can be cited in 30%, 50% or 80% of the answers to the same query, and every percentage point counts.

What this means for Portuguese companies

Most Portuguese marketing directors are today in one of three positions:

Position A: "SEO is fine, we will ignore AI for now." The riskiest position. In 18 months the catch-up window will be practically closed: the competitors who started in 2025 will have accumulated external authority that is hard to reverse.

Position B: "We will add some GEO practices to the existing SEO." A reasonable position if the in-house team has technical capacity. It works if it is systematic. It fails if it is just "let us add FAQ schema and see what happens".

Position C: "We treat GEO as a separate discipline with its own methodology." The position of whoever wants to be in the sector's top 3 in 2027. It demands dedicated investment: in-house, external, or mixed.

How to measure

The metrics that matter in GEO:

  • Citation rate per engine: in what percentage of the answers to the target queries you appear.
  • Share of voice against competitors: who dominates, who is rising, who is falling.
  • Sentiment of the mentions: do you appear as a positive reference, a neutral one, or an unfavourable comparison.
  • Position in the answer: the first name cited carries different weight from the fifth.
  • Diversity of queries: do you appear in a few very frequent queries or in many distributed ones.

There are several international AI visibility measurement platforms, with different prices and capabilities. In Portugal, few companies use them, which creates an information asymmetry that can be exploited now.

Frequently asked questions

Sources