芸術・文化分野の AI 引用調査：AI の回答 1500 件を測定

The short answer

In Arts and Culture, 1500 AI answers were measured between June 2026 and August 2026. The most cited platform is Trustpilot at 2.8%, ahead of TripAdvisor at 2%. That ranking differs from the general one: Canva is cited 8.6 times more here than in the general ranking.

Arts and culture is led by reviews and visitor platforms, with a design tool appearing far above its general position.

Key figures

• 301025 AI answers analysed between August 2025 and August 2026
• 1820738 citations extracted from those answers
• 131349 distinct domains cited at least once
• 5 models measured separately: ChatGPT, Gemini, Perplexity, Claude and Grok
• 79% of the questions asked in French, the rest in English

Which platforms the AIs cite in Arts and Culture

• Trustpilot: 2.8%
• TripAdvisor: 2%
• Instagram: 1.13%
• Wikipedia: 0.87%
• Canva: 0.86%
• Amazon: 0.8%
• Facebook: 0.73%
• YouTube: 0.54%
• Reddit: 0.53%
• Microsoft: 0.27%

What this sector cites more than the average

• Canva: 0.86% here against 0.1% in the general ranking, 8.6 times more
• Instagram: 1.13% here against 0.42% in the general ranking, 2.7 times more
• TripAdvisor: 2% here against 1.08% in the general ranking, 1.9 times more

The leading source model by model

• ChatGPT: Trustpilot at 3%
• Gemini: Trustpilot at 4.2%
• Perplexity: Instagram at 5.2%

How to read these numbers

A citation rate of 2% means the source was cited twice for every 100 measured answers. Rates are computed per model against the number of answers of that model, so a model with a smaller sample never distorts a column. A source cited several times inside one answer is counted once per company block, which keeps a single verbose answer from dominating a month.

The distribution is worth as much as the ranking. The top three sources hold 56% of the citations counted in this table, 3 platforms sit above 1%, and Trustpilot is cited 1.4 times more often than TripAdvisor. A market where three sources hold most of the citations rewards depth on those three rather than presence everywhere.

This sector was measured on 1500 answers, 50% of them in French, across 3 of the five models (ChatGPT, Gemini, Perplexity). The language mix matters when you read the ranking, because local platforms weigh more in French speaking markets.

What changed over the measured period

This sector was measured over 3 months, between June 2026 and August 2026, on 1500 answers, and 21 platforms recorded at least one citation. Its leading source, Trustpilot, rose from 0% in June 2026 to 2.37% in August 2026, which is the kind of movement that makes a ranking older than one quarter unreliable.

Trustpilot month by month in this sector

• June 2026: 0%
• July 2026: 3.47%
• August 2026: 2.37%

What this means in practice

Cultural venues and creative businesses are found through visitor feedback and visual platforms rather than through their own sites. The presence of creation and portfolio tools in the ranking reflects how much of this sector's public work lives on third party platforms. For an organisation, the useful move is to make sure the venue or portfolio entry is complete and current, and to publish the practical information, such as hours, pricing and accessibility, in text on the site.

How to use this study

1. Keep the visitor profile current, including hours, prices and accessibility details.
2. Publish exhibition and event information as text with dates, not only as posters.
3. Ensure portfolio entries on third party platforms link back to your own domain.

How this study was measured

1. We run a panel of buyer questions every month, the questions people type before choosing a supplier.
2. Every question is sent to five AI: ChatGPT, Gemini, Perplexity, Claude and Grok.
3. Every answer is parsed, every cited source is extracted and normalised to a domain and a platform.
4. The citation rate is the number of citations of a source per 100 measured answers, computed per model so an uneven number of answers per model never distorts a column.
5. The month is closed, the dataset is rebuilt, and the public files are republished on data.sorank.com.

Limits of this study

1. This panel is not a neutral sample of the web. The questions come from the sectors our users operate in.
2. The panel leans French: 237930 answers come from questions asked in French and 63095 from questions asked in English.
3. Model coverage is uneven: 87008 answers from ChatGPT, 87004 from Perplexity, 87000 from Gemini, 20011 from Claude and 20002 from Grok. The two smallest samples are read as direction rather than as precise values.
4. A citation is not a click. This study measures what the AIs cite, not what a reader does next.

The dataset behind this study

Every number on this page comes from the public Sorank dataset. The underlying figures, the monthly detail and the filters are available here:

Open the source data on data.sorank.com

Data updated on 2026-08-26.

How to cite this study

This study is free to quote, in an article, a deck or a report. Please cite the source and the measurement period, because the numbers move every month.

Sorank (2026). Arts and Culture AI Citation Study: 1500 AI Answers Measured. Sorank GEO studies, measured on 301025 AI answers collected between August 2025 and August 2026. Available at https://www.sorank.com/data/arts-culture-ai-citation-study

Related studies

The same panel, read from another angle:

• AI Citation Study: Which Platforms the AIs Cite Most
• Trustpilot AI Citation Study
• Directories in AI Answers: Data Study
• All GEO studies

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