PaperHorse

Resources

Glossary

Plain-English definitions for the measurements and terminology used in PaperHorse.

A
AEO (Answer Engine Optimization)
The practice of making a business easier for answer engines to find, understand, and include when people ask relevant questions. It can include crawl access, clear website content, consistent business facts, and credible third-party sources.
Action
A specific action PaperHorse places in your action plan based on the measured findings. This is product guidance, not the same as an AI engine recommending your brand to a customer.
Action plan
The ordered set of prioritized actions PaperHorse creates from the findings in a measurement. It gives you a practical sequence of work instead of an undifferentiated checklist.
AI engine
An AI service that produces answers to user questions. PaperHorse currently checks ChatGPT, Google AI Overviews, Google AI Mode, Claude, Perplexity and Gemini.
AI search visibility
A summary of how often and where a brand appears across a defined sample of AI-generated answers. The sample depends on the prompts, engines, locations, dates, and measurement settings used.
B
Brand recall
How consistently AI mentions and describes a brand when the question already names that brand. PaperHorse measures brand recall on branded questions and keeps it separate from organic discovery.
Branded question
A question that names your brand or one of its products. These questions help measure brand recall, description accuracy, and sentiment rather than whether AI surfaces your brand unaided.
C
Citation
An instance where an AI answer identifies a source that supports the response. A citation does not necessarily mention the source brand or include a clickable link.
G
GEO (Generative Engine Optimization)
An overlapping term focused on how businesses and their content appear in AI-generated responses. Some people use AEO and GEO interchangeably, while others use GEO specifically for generative systems.
M
Mention
An instance where an AI answer explicitly names a brand. A mention is not automatically a recommendation, citation, link, ranking, or referral.
Mention rate
The percentage of completed, non-branded tracked answers that explicitly mention your brand. Failed answers are not included in the calculation.
Measurement run
One execution of the tracked prompt set across the AI engines included in a plan. PaperHorse stores the resulting answers so they can be reviewed and compared over time.
N
Non-branded question
A question that describes what a customer needs without naming your brand. PaperHorse uses these questions to measure whether AI surfaces your business without being prompted by name.
O
Organic discovery
When AI surfaces your brand in response to a non-branded question. It measures discovery without assuming the customer already knows your name.
P
Position when found
The order in which your brand is named within a tracked answer when it appears. PaperHorse reports this separately from mention rate.
Prompt
The question PaperHorse sends to an AI engine. Prompts are based on the questions people ask when looking for a business like yours.
R
Recommendation
An instance where an AI answer presents a brand as a suitable choice. A brand can be mentioned without being recommended.
S
Sentiment
A classification of the language surrounding a brand mention as positive, neutral, or negative. PaperHorse measures brand sentiment separately from organic discovery.
Share of voice (SOV)
A brand's mention rate divided by the combined mention rates of that brand and the competitors measured in the same sample. It shows how observed mentions are distributed among those brands.
Source URL
The exact web address identified as a source in an AI answer. PaperHorse preserves cited URLs so you can inspect the pages behind the citation data.
T
Theme
A recurring subject in the tracked answers, such as pricing, durability, or customer service. One topic can produce answers containing several themes.
Topic
A group of prompts that represent the same buyer need or intent. PaperHorse can use multiple questions to examine one topic from different angles.
Tracked answer
A response stored from one AI engine for one prompt during a measurement run. PaperHorse keeps the complete answer so the metrics can be traced back to what the engine said.
V
Visibility score
A score from 0 to 100 equal to the percentage of completed, non-branded tracked answers that mention your brand. It summarizes a defined sample, not every answer an AI engine might produce.

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