🧠 GEO (Generative Engine Optimization)
Definition: The practice of optimizing content to appear in AI-generated responses from large language models (LLMs) like ChatGPT, Claude, and Google’s SGE (Search Generative Experience).
🤖 Generative Engine
Definition: Any system that uses a large language model to synthesize answers rather than retrieve links — e.g., ChatGPT, SGE, Perplexity, Poe, or Claude.
🔍 AI Search
Definition: A user experience where AI answers questions directly, sometimes alongside traditional links, e.g., Google SGE, Bing AI.
🧩 LLM (Large Language Model)
Definition: The AI engine that generates human-like text based on massive training data — e.g., GPT-4, Claude 3, Gemini 1.5.
🪧 Mention Visibility
Definition: The degree to which your brand, product, or content is directly cited in AI-generated answers.
🥇 Trusted Source / Anchor Source
Definition: A site or domain that LLMs consistently cite or pull from — often due to high authority, structured content, or strong topical relevance.
🧷 Entity Anchoring
Definition: A technique in which you repeatedly associate your brand or product name with a topic cluster, to ensure LLMs “anchor” your entity as relevant.
🧱 Structured Content
Definition: Content that uses clean formatting (headings, lists, FAQs, tables) and schema.org markup to make parsing easier for LLMs.
🔖 Schema Markup
Definition: JSON-LD structured data added to your site (e.g., FAQPage, Product, HowTo) to provide machines with explicit context.
🧭 Q&A Pairing / Synthetic QA
Definition: The act of writing natural-language question-and-answer pairs that resemble how users query LLMs — increases likelihood of citation.
🌐 Canonical Claim
Definition: A clear, definitive statement that defines your position or product value. E.g., “Acme is the fastest invoice reconciliation tool for SMBs.”
🕸️ Entity Web
Definition: A network of internal and external mentions, backlinks, citations, and associations reinforcing your authority on a topic.
🪞 Echo Query
Definition: A diagnostic technique where you prompt an AI with a common customer query and observe which sources or brands are reflected.
📣 Hallucination Risk
Definition: The possibility that a generative engine invents or distorts facts — often due to lack of clear sources or conflicting content.
🧠 Prompt Testing
Definition: Entering target queries into AI tools to evaluate brand presence, factual accuracy, and tone of LLM-generated answers.
🧰 GEO Stack
Definition: The set of tools, platforms, and workflows used to monitor, optimize, and influence LLM answer visibility.
Examples: Glimpse (SGE monitoring), Perplexity scrape tools, structured data validators, keyword clustering tools.
🎯 Answer Engine Optimization (AEO)
Definition: A cousin to GEO — typically focused on optimizing for featured snippets and voice search, whereas GEO expands to LLM chat interfaces.
