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AIRank

AI search glossary

Short definitions of the terms used when talking about how AI assistants find and recommend businesses.

API
A business-facing connection to an AI service. AIRank uses these connections to send questions and save the answers. Results can differ from the assistant’s public app.
AI visibility
How often, and how accurately, AI assistants name a business when people ask questions it should be an answer to. For a local business, it is usually measured as the share of answers to customer questions that name it.
Generative engine optimization (GEO)
Work that makes a business or page easier for AI assistants to find, understand, trust and include in the answers they write. Also called AI SEO or answer engine optimization (AEO). Learn more
Mention rate
The percentage of AI answers to a set of questions that name a business. AIRank calculates it over discovery questions only, excluding lookups of the business’s own name.
Confidence range
A statistical range that describes uncertainty in the answers collected. AIRank uses a 95% Wilson interval. More answers can narrow the range, but repeated answers may be related; the range is not a prediction of every customer’s experience.
Share of AI recommendations
A business’s mentions as a share of every business mention in AI answers for its city and category. Sometimes called AI share of voice.
Citation
A link an AI assistant shows as a source for its answer. A citation is the assistant’s output, not independent proof that the fact is correct.
Grounding
When an AI model bases its answer on retrieved information, such as web search or map results, rather than only on what it learned in training.
AI search crawler
A bot that reads websites so an AI assistant can find and cite them in search answers, such as OAI-SearchBot, PerplexityBot and Claude-SearchBot. Learn more
AI training crawler
A bot that collects public web content to train AI models, such as GPTBot, ClaudeBot or the Google-Extended control. Blocking one is separate from allowing search crawlers.
NAP consistency
Using an identical business Name, Address and Phone number on your website, Google Business Profile and directories, so search engines and AI treat them as one business.
LocalBusiness schema
Structured data in JSON-LD that describes a business’s name, address, phone, hours and service area in a machine-readable format. Learn more
Google AI Overviews
AI-written summaries shown at the top of some Google Search results. Google says the same Search eligibility rules apply and no special markup is required. Learn more
Discovery question
A question where a customer asks an assistant to choose businesses for them, such as “best electrician in Whitby” — as opposed to a lookup of a specific business.
llms.txt
A proposed text file summarizing a website for language models. Major assistants do not document using it to choose local businesses.