The AI Search & GEO Glossary
A plain-English glossary of the AI Search, GEO and brand visibility concepts behind Prominence AI from Share of Answer to grounding, citations and agentic commerce. Browse the terms A–Z and learn the language of brand visibility in the age of AI.
A
Ad Trigger Rate
Ad trigger rate is the share of tracked prompts whose AI answers surface a paid placement.
Ads Shelf & Creative
The ads shelf is the carousel of paid product cards that appears inside an AI answer, and the creative is the content of each card: its image, title, and body copy.
Agentic Commerce
Commerce carried out by AI agents that research, recommend and increasingly transact on a user's behalf.
AI Crawlers
The bots, like GPTBot and Google-Extended, that fetch web content for AI models, and which you choose to allow or block.
AI Readiness
AI readiness is a measure of how prepared your content is to be found, understood, and cited by AI models when they answer questions about your category.
AI Search
Finding information by asking AI assistants that answer directly, instead of searching a list of links.
AI Visibility
How present and prominent your brand is across AI assistants and AI search engines.
Answer Engine
An answer engine is a search system that returns a single synthesized answer to a question, rather than a page of links for you to evaluate yourself.
Average Position
Average Position measures where your brand tends to land inside an AI answer: named first and led with, or mentioned last and buried.
B
Brand AI Sentiment
The tone an AI model uses when describing your brand, benchmarked against the category.
Brand Mention
A brand mention is any reference to your brand inside an AI-generated answer: named, abbreviated, or referred to by a hero product.
Brand Voice Alignment
Brand voice alignment measures how closely an AI model's description of your brand matches the positioning you actually intend to project.
Branded Prompts
Prompts that explicitly name a brand, used to see how AI models describe that specific brand.
Buyer Intent
Buyer intent is the stage of the purchase journey that a prompt reveals, from early awareness to active decision.
C
ChatGPT Ads
ChatGPT Ads are paid placements that appear inside ChatGPT's answers: sponsored products and brands surfaced alongside the organic response.
Citations
The sources an AI model links to or references to support the answer it generates.
Comparative Prompts
Prompts that pit brands against each other, like "X vs Y", showing how AI models frame you at high-stakes decision moments.
Competitive Benchmarking
Competitive Benchmarking is the practice of measuring your AI search metrics against a pool of competitors rather than in isolation.
Content Gap Analysis
Finding the topics where competitors are cited in AI answers and you are not, turning each gap into a content brief.
D
E
G
GEO (Generative Engine Optimization)
The practice of improving how your brand appears in AI-generated answers across engines like ChatGPT, Gemini and Perplexity.
GEO Audit
A review of how well a page or site can be found, parsed, and cited by AI answer engines, and where to improve its answer-readiness.
GEO vs SEO
SEO (Search Engine Optimization) and GEO (Generative Engine Optimization) share DNA but optimize for different outputs.
Google AI Mode
Google AI Mode is a fully generative search experience where you have a conversation with the search engine instead of scanning a list of links.
Google AI Overviews
Google AI Overviews are the generated answer block that appears at the top of many Google search results, above the familiar list of links.
Grounding
The process by which an AI model bases its answer on external sources or live web results rather than only its training data.
Grounding Source Prominence (GSP)
Grounding Source Prominence, or GSP, is a measure of which domains and URLs get cited when AI engines answer questions in your category.
H
K
L
LLM (Large Language Model)
The type of AI system, like GPT or Gemini, that generates the answers behind AI search.
LLM Visibility Index
An LLM Visibility Index is a single composite score that summarizes how visible your brand is across AI search engines.
llms.txt
A proposed file, similar in spirit to robots.txt, that points AI models to a site’s most important content.
O
P
Product Feeds
Structured product data that feeds AI agents and shopping surfaces so models can find, understand, and recommend your products.
Prominence
Prominence is a measure of how visible and central a brand is inside AI-generated answers.
Prompt
The natural-language input a user gives an AI model to get an answer, and the core unit of measurement in AI Search and GEO.
Prompt Segmentation
Organizing tracked prompts by product, vertical, and intent so AI visibility metrics show exactly where your narrative breaks.
Prompt Volume
Prompt volume is the demand or frequency behind a tracked prompt: how often real people actually ask that question, or ones like it, of AI engines.
R
S
Schema Markup
Structured data that makes your pages machine-readable, helping AI models understand your entities and ground answers accurately.
Sentiment Score
A Sentiment Score is an index, typically on a 0 to 100 scale, of how positively AI models describe your brand, calibrated against the category baseline.
Share of Answers
The percentage of tracked AI answers in your category in which your brand appears at all.
Share of Mentions
How often your brand is mentioned across AI answers relative to your competitors.
Share of Shelf
How often and how prominently your products appear in the shortlists AI agents recommend, the agentic shelf.
Share of Voice (AI)
Share of Voice (AI) measures your brand's overall presence versus competitors across AI-generated answers.
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U
W
From definitions to your real numbers
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