07 · Knowing Whether It Is Working

Measurement & AI Visibility

How to know whether recognition is improving. Aingworth defines these plainly and does not adopt proprietary-sounding scoring language that belongs to other tools.

8 terms
Other layers 01 Recognition & Authority 02 AI-Mediated Discovery 03 Retrieval, Evidence & Consensus 04 Search, SEO & Generative Optimization 05 AI & Search Infrastructure 06 Content & Authority Strategy
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Begin with these foundational concepts:

Start 01 AI Visibility Measurement Tracking how, where, and how often a brand appears in AI answers. Read the full explanation Start 02 Citation Share The share of answers on a topic that cite a given brand. Read the full explanation Start 03 Recognition Measurement Tracking whether a brand is described accurately, not just mentioned. Read the full explanation

All Measurement & AI Visibility terms (8)

AI Visibility Measurement

Tracking how, where, and how often a brand appears in AI answers.

Industry Term

Citation Share

The share of answers on a topic that cite a given brand.

Industry Term

Answer Share

The share of answers a brand appears in at all.

Industry Term

Share of Voice

A brand's proportion of visibility within its category.

Industry Term

AI Referral Traffic

Traffic arriving from a link inside an AI-generated answer.

Industry Term

Brand Mention

Any instance of a brand being named or referenced.

Industry Term

Recognition Measurement

Tracking whether a brand is described accurately, not just mentioned.

Aingworth Concept

Authority Measurement

Tracking the strength and consistency of a brand's evidence over time.

Aingworth Concept

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Start with the free diagnostic to see which condition of the Recognition Triangle is leaking, or read the frameworks these terms belong to.

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