22 terms · 7 view

AI Attribution Stack

concept

A hierarchy of principles that AI systems use to determine the best possible answer, including relevance, readability, trust, and identity.

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AI Influence Funnel

concept

A framework describing how generative AI systems move from raw information to brand recommendations, involving stages like query understanding, retrieval, synthesis, and trust reinforcement.

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AI Search Visibility

concept

The measurable frequency and prominence with which a brand is cited, referenced, and recommended within generative AI answers, representing a shift from traditional link ranking to being selected as the grounding context for an AI’s synthesized response.

Expert Citations

"Many traditional SEO giants showed little to no impact in Gemini, indicating that AI visibility is a unique technical and content challenge."

"Our audit, focused on Google Gemini, found only 12 out of 43 brands had measurable AI visibility."

"Knowledge does not come from nowhere; it comes from experience, research, testing, and original thinking."

"AI systems often already 'know' the answer before the question is asked, based on what they have been trained on."

"AI systems do not look up one page and show it to you; they gather information from multiple sources."

"AI systems prioritise content that is relevant, clear, trustworthy, and attributable."

"AI search visibility is about being used inside answers, not just appearing on a results page."

AI Share of Voice (SoV)

metric

A metric that measures the frequency and prominence of a brand's citations in AI-generated answers, including clickable links.

Also known as:SoV
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AI Visibility

concept

The extent to which content is used inside AI-generated answers, beyond just appearing on a search results page.

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Answer Engine Optimisation

concept

Answer Engine Optimisation (AEO) ensures that content is structured clearly enough to be extracted and reused by AI systems.

Also known as:AEO
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Answer Engine Optimisation (AEO)

process

A system within the GAIO framework that ensures content is structured clearly enough to be extracted and reused by AI systems.

Also known as:AEO
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Artificial Intelligence Share of Voice (AI SoV)

metric

A metric that measures how frequently a brand is referenced or cited within AI-generated answers.

Also known as:AI SoV
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Attribution Gap

concept

The attribution gap is the discrepancy between the influence of content on AI-generated answers and the frequency with which the brand is credited.

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Brand Visibility

concept

Brand visibility is when your brand is explicitly mentioned in the answers constructed by AI systems.

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Citation

concept

An active reference or footnote provided by AI systems back to a domain when selecting content as a verified source.

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Credibility Optimisation

concept

Credibility Optimisation (CO) involves ensuring that a brand's claims hold up when compared with trusted sources.

Also known as:CO
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Generative AI Optimisation

concept

Generative AI Optimisation (GAIO) is the discipline of making a brand easy for AI systems to retrieve, interpret, trust, and recommend.

Also known as:GAIO
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Generative AI Optimisation (GAIO)

concept

The discipline of making a brand easy for AI systems to retrieve, interpret, trust, and recommend.

Also known as:GAIO
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Generative Engine Optimisation (GEO)

process

A system within the GAIO framework that ensures a brand's expertise shapes how AI understands a topic.

Also known as:GEO
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Generative Engine Optimization (GEO)

process

A strategic approach that moves content beyond generic SEO into optimizing for AI systems to ensure recommendability.

Also known as:GEO
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Geographic Optimisation

concept

Geographic Optimisation (GO) ensures that AI can match a brand to the right audience, market, and context.

Also known as:GO
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Google Gemini

tool

A critical benchmark for AI visibility in 2026, reaching billions of users and processing billions of daily searches.

Also known as:Gemini
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Identity

concept

How clearly the author, brand, and expertise behind content are defined, increasing credibility.

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Recommendation

concept

Recommendation is when your brand is positioned as a solution in AI-generated answers.

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Search Engine Optimisation

concept

Search Engine Optimisation (SEO) is the process of making web content discoverable, crawlable, and indexable by search engines.

Also known as:SEO
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Sophie Carr

person

Sophie Carr is an expert who provides insights into the challenges brands face in achieving AI search visibility and inclusion.

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