Glossary

37 terms · 9 view

Agent Readiness

concept

Agent readiness is a technical state where a website's infrastructure is optimized to allow, identify, and facilitate autonomous AI crawlers like OAI-SearchBot and GPTBot. This involves removing firewall barriers, configuring robots.txt for generative agents, and providing clean, semantic HTML. It is essential for a website to be cited in AI search engines, distinguishing it from traditional SEO practices.

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

Agent readiness is optimizing your website's infrastructure for autonomous AI crawlers like OAI-SearchBot and GPTBot, ensuring your content is visible and cited in AI search. This involves removing firewalls, configuring robots.txt for generative agents, and providing clean, semantic HTML.

Expert Citations

"A website is Agent Ready when its server-side configurations and frontend structure are optimized for retrieval by AI agents rather than just human browsers or traditional search bots."

definition— Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

"Without an agent-ready technical foundation, even high-quality content will remain invisible to AI agents."

prediction— Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

"Agent readiness is the fundamental prerequisite for your content to be cited by AI search engines, distinguishing it from traditional SEO."

statement— Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

"Agent readiness means optimizing your website's technical infrastructure to explicitly allow and optimize for autonomous AI crawlers like OAI-SearchBot and GPTBot."

definition— Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

AI Attribution Stack

concept

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

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

Answer Engine Optimisation: What is AEO and where does it come from?

Answer Engine Optimisation (AEO) gets your brand recommended by AI tools and voice assistants, helping your brand become the direct answer to user questions. It shifts focus from ranking links to being the cited source.

What is the best generative engine optimisation (GEO) tool in 2026?

The best Generative Engine Optimisation (GEO) tool in 2026 is the one that satisfies the SHAPE framework: it consistently shows up in AI answers (demonstrating the team understands the space) supports human expertise, enables attribution, includes a publish layer, and fits your team’s execution model.

AI Bots

concept

AI bots are automated programs that visit websites to perform tasks such as indexing content for search engines or gathering data for AI model training.

Also known as:AI Agents

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

What are Bots?

Bots are website visitors, managed by `robots.txt`, that perform distinct jobs for major AI companies (student, librarian, concierge); allowing them with clear attribution boosts AI visibility and citation.

Expert Citations

"Under Article 4(3) of the EU Copyright Directive and Article 53(1)(c) of the EU AI Act, you can formally reserve your work from being used to train AI."

statement— What are Bots?

"Blocking the student bot does not affect the librarian bot."

statement— What are Bots?

"True protection involves keeping private data behind authentication, legally reserving your rights, and requiring attribution for your content."

statement— What are Bots?

"There are three main types of bots (student, librarian, concierge) with distinct jobs, run by major AI companies."

statement— What are Bots?

"Under Article 4(3) of the EU Copyright Directive (2019/790) and Article 53(1)(c) of the EU AI Act, you can formally reserve your work from being used to train AI."

statement— What are Bots?

"Over 88% of websites blocking training bots were still being cited in AI answers anyway."

statistic— What are Bots?

"AI companies have said in their official documentation that blocking the student bot does not affect the librarian bot."

statement— What are Bots?

"True protection involves keeping private data behind authentication, legally reserving your rights, and requiring attribution for your content."

statement— What are Bots?

"There are three main types of bots (student, librarian, concierge) with distinct jobs, run by major AI companies."

statement— What are Bots?

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.

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

Expert Citations

"The AI Influence Funnel, developed by Sophie Carr at GAIO Tech, explains how AI systems turn raw information into final answers and recommendations."

statement— What is AI search visibility and how does it work?

AI Models

concept

Computational models that use artificial intelligence to perform tasks such as language processing, prediction, and decision-making.

Also known as:Large Language Models,LLMs

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

What are Bots?

AI Overviews

concept

AI-generated answers placed at the top of traditional search results, marking a shift in how information is presented online.

What are Bots?

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.

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

What are Bots?

What is the best generative engine optimisation (GEO) tool in 2026?

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

What Is Generative AI Optimisation and Why Is It Necessary?

Generative AI Optimisation (GAIO) helps brands get retrieved, understood, trusted, and recommended in AI answers. It extends SEO for an answer-first web, ensuring AI systems actively use your expertise to build responses.

Expert Citations

"The most common technical barriers to AI search visibility are overly aggressive Web Application Firewalls, heavy reliance on Client-Side Rendering, and 'Agent-Gaps' in the robots.txt file."

statement— Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

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

statement— What is the best generative engine optimisation (GEO) tool in 2026?

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

statistic— What is the best generative engine optimisation (GEO) tool in 2026?

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

statement— What is AI search visibility and how does it work?

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

statement— What is AI search visibility and how does it work?

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

statement— What is AI search visibility and how does it work?

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

statement— What is AI search visibility and how does it work?

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

definition— What is AI search visibility and how does it work?

AI Visibility

concept

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

What are Bots?

What is the best generative engine optimisation (GEO) tool in 2026?

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

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

Answer Engine Optimisation: What is AEO and where does it come from?

What is the best generative engine optimisation (GEO) tool in 2026?

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

What Is Generative AI Optimisation and Why Is It Necessary?

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

Answer Engine Optimisation: What is AEO and where does it come from?

What is the best generative engine optimisation (GEO) tool in 2026?

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

Expert Citations

"AEO is not a new idea, having been quietly practised for over a decade."

statement— Answer Engine Optimisation: What is AEO and where does it come from?

"Answer Engine Optimisation (AEO) gets your brand mentioned and recommended by AI tools and voice assistants that provide direct answers."

definition— Answer Engine Optimisation: What is AEO and where does it come from?

"AEO has been practised quietly for more than a decade, ever since Apple's Siri and Google's 'quick answer' boxes started giving people a single, direct response instead of a page of links."

statement— Answer Engine Optimisation: What is AEO and where does it come from?

"Unlike traditional SEO, which focuses on ranking in link lists, AEO aims for your brand to be the answer itself."

comparison— Answer Engine Optimisation: What is AEO and where does it come from?

"Answer Engine Optimisation (AEO) is how you get your brand mentioned and recommended by AI tools and voice assistants that now answer people's questions directly."

definition— Answer Engine Optimisation: What is AEO and where does it come from?

Anthropic

organization

Anthropic is an AI system mentioned as emphasizing helpful, honest, and harmless outputs that avoid misleading or risky claims, preferring less misleading and defensible information.

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

What are Bots?

Answer Engine Optimisation: What is AEO and where does it come from?

Expert Citations

"Each of the major AI companies - OpenAI (ChatGPT), Anthropic (Claude), Google (Gemini) - now runs three different bots that do three different jobs."

statement— What are Bots?

Anthropic (Claude)

product

An AI system from Anthropic focused on generating outputs that are 'helpful, honest, harmless' while minimizing risk and avoiding misleading claims.

Also known as:Claude

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

What are Bots?

Answer Engine Optimisation: What is AEO and where does it come from?

Attribution

concept

The process of linking content or knowledge to its original source or creator within AI-generated answers.

What are Bots?

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.

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

What Is Generative AI Optimisation and Why Is It Necessary?

Expert Citations

"The biggest unsolved problem is attribution: AI can use your expertise without naming you."

statement— What is AI search visibility and how does it work?

Authentication

process

A security process that requires users to verify their identity before accessing private data or restricted areas of a website.

What are Bots?

Brand Visibility

concept

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

What Is Generative AI Optimisation and Why Is It Necessary?

Expert Citations

"Visibility, traffic, and value are no longer perfectly aligned because a brand can influence the answer without owning the visit."

comparison— What Is Generative AI Optimisation and Why Is It Necessary?

ChatGPT

product

ChatGPT is an AI system referenced as another platform where share of voice metrics were analyzed, showing variable visibility of frameworks and attribution.

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

Answer Engine Optimisation: What is AEO and where does it come from?

Expert Citations

"ChatGPT now shows its sources when it uses the web to answer a question."

statement— Answer Engine Optimisation: What is AEO and where does it come from?

"ChatGPT, Gemini, Claude, and Perplexity have built their own audiences of tens of millions of people."

statement— Answer Engine Optimisation: What is AEO and where does it come from?

Citation

concept

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

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

What Is Generative AI Optimisation and Why Is It Necessary?

Expert Citations

"Over 88% of websites blocking training bots were still being cited in AI answers anyway."

statistic— What are Bots?

Credibility Optimisation

concept

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

Also known as:CO

What Is Generative AI Optimisation and Why Is It Necessary?

EU Copyright Directive

topic

A legal framework in the European Union that allows rights holders to reserve their work from being used to train AI models.

What are Bots?

Featured Snippets

concept

Featured snippets are boxed answers that appear at the very top of Google's search results, providing users with a direct answer to their query without needing to click on a link.

Answer Engine Optimisation: What is AEO and where does it come from?

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

Is Your Website Agent Ready? A Technical Audit for ChatGPT and Claude Search

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

What Is Generative AI Optimisation and Why Is It Necessary?

Expert Citations

"SEO is still necessary because retrieval still matters."

statement— What Is Generative AI Optimisation and Why Is It Necessary?

"Brands now need to perform well for both human readers and AI systems because each evaluates content differently."

statement— What Is Generative AI Optimisation and Why Is It Necessary?

"AI systems increasingly combine retrieval with explanation, which moves influence earlier in the decision journey."

statement— What Is Generative AI Optimisation and Why Is It Necessary?

"SEO is still necessary because retrieval still matters, but it is no longer sufficient on its own."

statement— What Is Generative AI Optimisation and Why Is It Necessary?

"Brands now need to perform well for both human readers and AI systems because each evaluates content differently."

statement— What Is Generative AI Optimisation and Why Is It Necessary?

"The web is moving from a click-centric model to an answer-first experience, where influence can occur before a site visit."

statement— What Is Generative AI Optimisation and Why Is It Necessary?

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

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

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

What is the best generative engine optimisation (GEO) tool in 2026?

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

Expert Citations

"To answer the question 'Which is the best GEO tool in 2026?' properly, we audited 43 competitors across the SEO, AEO, GEO, and broader AI visibility landscape."

statement— What is the best generative engine optimisation (GEO) tool in 2026?

"Statcounter’s March 2026 data shows Google at 89.85% of global search engine market share."

statistic— What is the best generative engine optimisation (GEO) tool in 2026?

"GAIO Tech aims to be a full-stack solution, demonstrating both measurable visibility and the capability to create it through a purpose-built architecture."

statement— What is the best generative engine optimisation (GEO) tool in 2026?

"There isn't a single 'best' Generative Engine Optimisation (GEO) tool; the ideal choice depends on your objective, whether it's measurement or active demand shaping."

statement— What is the best generative engine optimisation (GEO) tool in 2026?

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

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

What Is Generative AI Optimisation and Why Is It Necessary?

Geographic Optimisation

concept

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

Also known as:GO

What Is Generative AI Optimisation and Why Is It Necessary?

Google

organization

Google is an AI system referenced in the article as prioritizing helpful, reliable, and people-first content, emphasizing clear sourcing, expertise, and transparency in AI-generated answers.

Answer Engine Optimisation: What is AEO and where does it come from?

Google Assistant

tool

Google Assistant is a voice-activated AI tool that provides users with direct answers to their queries, similar to other voice assistants.

Answer Engine Optimisation: What is AEO and where does it come from?

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

What is the best generative engine optimisation (GEO) tool in 2026?

Identity

concept

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

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

Expert Citations

"Identity is what connects knowledge to a person or organisation."

definition— What is AI search visibility and how does it work?

Recommendation

concept

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

What Is Generative AI Optimisation and Why Is It Necessary?

Rights Reservation

concept

A legal declaration that restricts the use of one's content, particularly in preventing it from being used to train AI models.

What are Bots?

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

Answer Engine Optimisation: What is AEO and where does it come from?

What Is Generative AI Optimisation and Why Is It Necessary?

Sophie Carr

person

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

What is AI search visibility and how does it work?

AI search visibility measures how likely generative AI systems are to select, use, cite, and recommend your content, shifting beyond traditional search rankings to focus on content inclusion.

Glossary

A

Agent Readiness

AI Attribution Stack

AI Bots

AI Influence Funnel

AI Models

AI Overviews

AI Search Visibility

AI Share of Voice (AI SoV)

AI Share of Voice (SoV)

AI Visibility

Answer Engine Optimisation

Answer Engine Optimisation (AEO)

Anthropic

Anthropic (Claude)

Artificial Intelligence Share of Voice (AI SoV)

Attribution

Attribution Gap

Authentication

B

Brand Visibility

C

ChatGPT

Citation

Credibility Optimisation

E

EU Copyright Directive

F

Featured Snippets

G

Generative AI Optimisation

Generative AI Optimisation (GAIO)

Generative Engine Optimisation (GEO)

Generative Engine Optimization (GEO)

Geographic Optimisation

Google

Google Assistant

Google Gemini

I

Identity

R

Recommendation

Rights Reservation

S

Search Engine Optimisation

Sophie Carr