Market Structure

How concentrated is the AI citation market? Measure inequality with the Gini coefficient and identify domains monopolized by a single provider.

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The Gini coefficient (0–1) measures how unequally citations are distributed across domains. 0 = every domain gets the same number of citations. 1 = one domain captures everything. Observed values in AI citation markets typically range from 0.5 to 0.85.
The Lorenz curve visualizes this inequality: if the bottom 80% of domains hold only 10% of citations, the market is highly concentrated. The diagonal line represents perfect equality.
Provider Exclusivity reveals domains cited almost exclusively by one AI model — a signal of model-specific training data bias, search index preferences, or sponsored content. High exclusivity (>80%) means the domain is not cross-provider validated.

Citation Concentration

Lorenz curve shows how unevenly citations are distributed across domains. Gini = 0 means perfect equality, 1 means one domain gets all citations.

57.0

Gini Score

Top 10 domains hold 11.9% of all citations

Provider Exclusivity

Domains where citations are concentrated in a single AI provider. Score = dominant provider citations / total.

#	Domain	Type	Dominant Provider	Exclusivity	Share
1	cadenaser.com	Media	ChatGPT	100%	1.9%
2	ces.tech	Commercial	Grok	100%	1.3%
3	cotocus.com	Commercial	ChatGPT	100%	1.2%
4	dreamgrow.com	Blog	Grok	100%	1.4%
5	elearningindustry.com	Media	Grok	100%	1.7%
6	evmarket.ro	Media	ChatGPT	100%	1.2%
7	gobankingrates.com	Media	ChatGPT	100%	1.7%
8	holoniq.com	Commercial	Grok	100%	1.7%
9	lovemoney.com	Commercial	Gemini	100%	1.2%
10	mass.gov	Institutional	Gemini	100%	1.2%
11	metana.io	Educational	Grok	100%	1.9%
12	nasdaq.com	Media	ChatGPT	100%	1.2%
13	newsweek.com	Media	Grok	100%	2.5%
14	psicologiaymente.com	Media	Perplexity	100%	1.3%
15	sell2nelsoncars.com	Commercial	Gemini	100%	1.2%

Consensus & Velocity

Funnel Stage Analysis

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