Team XD, Author at Xperno Digital

Xperno Digital is a full-service digital agency with a team of over 20 interdisciplinary experts across strategy.

The GEO Glossary: 30 Terms B2B Marketers Need to Know

Because a lot of the vocabulary in this space is new, some of it is used inconsistently, and a few terms are marketing language dressed as technical concepts.Each definition below states what the term means and, where relevant, whether it

What Is an AI Citation and Why It Matters More Than a Backlink

An AI citation is when an AI engine draws on your content to answer a question, either naming your brand in the response or listing your page as a source. Two distinct things fall under the term, and conflating them

Does GEO Replace SEO? An Honest Answer

No. GEO and SEO share their technical and content foundations, and a company with broken SEO will fail at both. What changes is which parts of the work pay off.That is the short answer. The longer one is more useful,

Why “Best [Category] Software” Is the Most Contested Query in B2B

The category head term is contested by every vendor in the market simultaneously, and it rewards accumulated presence which means whoever has been described most, for longest, wins by default. Three structural reasons it resists effort: Every competitor wants it.

Benchmarking Your Citation Rate Against Competitors

An absolute citation rate is uninterpretable on its own 15% share of voice is dominant in a four-vendor category and weak in a forty-vendor one.Without a comparison you cannot answer the only question that matters commercially: are we gaining or

Optimising for Gemini: What’s Different from Classic Google SEO

Gemini draws on Google's index alongside trained knowledge, which makes it the AI engine most closely aligned with traditional search rankings but alignment is not equivalence, and pages that rank well are frequently not the ones cited. Two mechanisms operate

The 6 Signals AI Engines Use to Cite a Brand

Six signals appear to determine citation: extractability, comparative framing, third-party corroboration, entity clarity, recency and specificity match.An important caveat before the list. These systems are opaque and change without notice. What follows is inferred from observing what gets cited in

How AI Search Engines Decide Which Brands to Recommend

AI engines select brands by measuring which vendors are described most consistently across the sources they can access not by assessing product quality.That distinction is the whole thing, and it explains most of what otherwise looks arbitrary.A model asked "what's

The New Funnel: Awareness Now Happens Inside a Chat Window

The awareness stage has partly moved into AI interfaces, which means the first impression of your brand is frequently formed somewhere you cannot see, measure or advertise.The funnel stages themselves have not changed. Buyers still become aware, consider options, evaluate,

Leading vs Lagging Indicators in GEO

Leading indicators move before results and tell you whether the work is progressing. Lagging indicators confirm results after the fact, by which point the decisions that produced them are months old.In a channel where the full effect takes six to

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Author: Team XD

The GEO Glossary: 30 Terms B2B Marketers Need to Know

What Is an AI Citation and Why It Matters More Than a Backlink

Does GEO Replace SEO? An Honest Answer

Why “Best [Category] Software” Is the Most Contested Query in B2B

Benchmarking Your Citation Rate Against Competitors

Optimising for Gemini: What’s Different from Classic Google SEO

The 6 Signals AI Engines Use to Cite a Brand

How AI Search Engines Decide Which Brands to Recommend

The New Funnel: Awareness Now Happens Inside a Chat Window

Leading vs Lagging Indicators in GEO

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